{"id":16760,"date":"2026-09-11T13:52:36","date_gmt":"2026-09-11T11:52:36","guid":{"rendered":"https:\/\/steady-sun.com\/?page_id=16760"},"modified":"2026-09-11T14:03:38","modified_gmt":"2026-09-11T12:03:38","slug":"renewable-energy-forecasting-methodology","status":"publish","type":"page","link":"https:\/\/steady-sun.com\/es\/renewable-energy-forecasting-methodology\/","title":{"rendered":"Renewable energy forecasting methodology"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"16760\" class=\"elementor elementor-16760\" data-elementor-post-type=\"page\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9563191 e-flex e-con-boxed elementor-invisible e-con e-parent\" data-id=\"9563191\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;animation&quot;:&quot;fadeIn&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-623e4b3e elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"623e4b3e\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Solar &amp;&nbsp;Wind energy <b style=\"color:#D44C26\">forecasting methodology<\/b><\/h1>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-54449fbc elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"54449fbc\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;none&quot;}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>A complete guide to Steadysun&#8217;s renewable energy forecasting methodology, from satellite nowcasting to multi-model NWP, AI calibration, probabilistic outputs, and the full parameters catalogue.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-72a62da8 e-con-full e-flex e-con e-child\" data-id=\"72a62da8\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-724da0eb elementor-align-center elementor-invisible elementor-widget elementor-widget-button\" data-id=\"724da0eb\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;tada&quot;}\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm elementor-animation-grow\" href=\"https:\/\/steady-sun.com\/es\/contact-us\/\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Book a demo<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-58812c61 elementor-align-center elementor-invisible elementor-widget elementor-widget-button\" data-id=\"58812c61\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;tada&quot;}\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm elementor-animation-grow\" href=\"https:\/\/steady-sun.com\/es\/about-us\/\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">More about us<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-102ba1ad e-flex e-con-boxed e-con e-parent\" data-id=\"102ba1ad\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-7a49a17a e-con-full e-flex e-con e-child\" data-id=\"7a49a17a\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4cd64ac2 elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"4cd64ac2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">From weather to watts<\/span>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-75bb02ef elementor-widget elementor-widget-heading\" data-id=\"75bb02ef\" data-element_type=\"widget\" data-e-type=\"widget\" id=\"confidently-anticipating-solar-power-production-fluctuations\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Why forecasting solar and wind output starts with <b>managing uncertainty<\/b><\/h2>\t\t\t\t<\/div>\n\t\t\t\t\t<p class=\"e-paragraph-base\" data-interaction-id=\"5f576e5\" data-e-type=\"widget\" data-id=\"5f576e5\"><strong>Solar power forecasting<\/strong> is the process of predicting the electricity output of a photovoltaic over a defined time horizon, from the next minute to 15 days ahead. <br><br><strong>Wind energy forecasting<\/strong> applies the same core discipline to turbines, replacing irradiance physics with wind speed and turbulence dynamics.<br><br>Both disciplines share a common problem: weather is uncertain, and that uncertainty costs money. The goal of any serious <strong>renewable energy forecasting<\/strong> system is to shrink that uncertainty as much as physically possible, then quantify what remains so operators can act on it.<\/p>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-48b8a950 elementor-widget__width-initial elementor-widget elementor-widget-image\" data-id=\"48b8a950\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"800\" height=\"534\" src=\"https:\/\/steady-sun.com\/wp-content\/uploads\/2026\/09\/solar-panels-field-wind-turbines-horizon-renewable-green-energy-1024x683.webp\" class=\"attachment-large size-large wp-image-16520\" alt=\"\" srcset=\"https:\/\/steady-sun.com\/wp-content\/uploads\/2026\/09\/solar-panels-field-wind-turbines-horizon-renewable-green-energy-1024x683.webp 1024w, https:\/\/steady-sun.com\/wp-content\/uploads\/2026\/09\/solar-panels-field-wind-turbines-horizon-renewable-green-energy-300x200.webp 300w, https:\/\/steady-sun.com\/wp-content\/uploads\/2026\/09\/solar-panels-field-wind-turbines-horizon-renewable-green-energy-768x512.webp 768w, https:\/\/steady-sun.com\/wp-content\/uploads\/2026\/09\/solar-panels-field-wind-turbines-horizon-renewable-green-energy-1536x1024.webp 1536w, https:\/\/steady-sun.com\/wp-content\/uploads\/2026\/09\/solar-panels-field-wind-turbines-horizon-renewable-green-energy-18x12.webp 18w, https:\/\/steady-sun.com\/wp-content\/uploads\/2026\/09\/solar-panels-field-wind-turbines-horizon-renewable-green-energy.webp 1920w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3df792b0 elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"3df792b0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">How it works<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3938c31e elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"3938c31e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Forecasting methods <b>explained<\/b><\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-506fd038 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"506fd038\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Since 2013, Steadysun has been refining how it forecasts solar and wind power, <strong>fusing live data from 5 geostationary satellites, 20+ numerical weather prediction (NWP) models, and real-time plant measurements<\/strong>. This gives deterministic and probabilistic forecasts from 0 to 15 days ahead, updated as frequently as every 5 minutes, delivered worldwide via API or SFTP.<\/p><p>There are three broad families of methods behind this fusion. In practice,<strong> the most accurate systems use all three together<\/strong>.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1bbd4a43 pricing-tabs e-n-tabs-mobile elementor-widget elementor-widget-n-tabs\" data-id=\"1bbd4a43\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;tabs_justify_horizontal&quot;:&quot;stretch&quot;,&quot;_animation&quot;:&quot;none&quot;,&quot;horizontal_scroll&quot;:&quot;disable&quot;}\" data-widget_type=\"nested-tabs.default\">\n\t\t\t\t\t\t\t<div class=\"e-n-tabs\" data-widget-number=\"465390147\" aria-label=\"Onglets. 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id=\"Layer_1\" viewBox=\"0 0 496.158 496.158\" xml:space=\"preserve\"><path style=\"fill:color;\" d=\"M248.082,0.003C111.07,0.003,0,111.061,0,248.085c0,137,111.07,248.07,248.082,248.07 c137.006,0,248.076-111.07,248.076-248.07C496.158,111.061,385.088,0.003,248.082,0.003z\"><\/path><path style=\"fill:#FFFFFF;\" d=\"M319.637,269.711c-2.637-6.395-6.569-12.231-11.792-17.505c-5.226-5.273-11.646-9.961-19.263-14.063 c7.91-6.64,13.989-13.451,18.237-20.435c4.248-6.981,6.372-15.355,6.372-25.122c0-7.42-1.465-14.355-4.395-20.801 s-7.276-12.108-13.037-16.992c-5.763-4.882-12.55-8.617-20.361-11.206c-7.814-2.586-16.457-3.882-25.928-3.882 c-10.84,0-20.654,1.538-29.443,4.614s-16.139,7.155-22.046,12.231c-5.91,5.079-10.4,10.426-13.477,16.04 c-3.076,5.617-4.614,10.963-4.614,16.04c0,5.273,1.634,9.499,4.907,12.671c3.271,3.175,6.859,4.761,10.767,4.761 c3.319,0,6.249-0.586,8.789-1.758c2.538-1.172,4.296-2.783,5.273-4.834c1.659-3.809,3.49-7.86,5.493-12.158 c2-4.296,4.125-7.812,6.372-10.547c2.245-2.733,5.296-4.93,9.155-6.592c3.856-1.659,8.764-2.49,14.722-2.49 c8.789,0,15.77,2.71,20.947,8.13c5.175,5.42,7.764,11.891,7.764,19.409c0,9.865-3.248,17.432-9.741,22.705 c-6.496,5.273-14.234,7.91-23.218,7.91h-6.006c-6.935,0-12.158,1.442-15.674,4.321c-3.516,2.882-5.273,6.665-5.273,11.353 c0,4.786,1.465,8.521,4.395,11.206c2.93,2.687,7.079,4.028,12.451,4.028c1.172,0,3.809-0.194,7.91-0.586 c4.102-0.389,7.127-0.586,9.082-0.586c11.133,0,19.823,3.248,26.074,9.741c6.249,6.496,9.375,15.454,9.375,26.88 c0,7.716-1.831,14.502-5.493,20.361s-8.302,10.279-13.916,13.257c-5.617,2.98-11.451,4.468-17.505,4.468 c-10.547,0-18.727-3.296-24.536-9.888c-5.812-6.592-11.256-16.674-16.333-30.249c-0.783-2.245-2.442-4.175-4.98-5.786 c-2.541-1.611-5.177-2.417-7.91-2.417c-5.47,0-10.034,1.735-13.696,5.2c-3.662,3.468-5.493,8.034-5.493,13.696 c0,4.395,1.538,9.961,4.614,16.699s7.617,13.257,13.623,19.556s13.646,11.549,22.925,15.747c9.276,4.198,19.775,6.299,31.494,6.299 c11.522,0,22.046-1.831,31.567-5.493s17.748-8.739,24.683-15.234c6.933-6.493,12.181-13.891,15.747-22.192 c3.563-8.299,5.347-16.894,5.347-25.781C323.592,283.018,322.273,276.109,319.637,269.711z\"><\/path><\/svg>\t\t<\/span>\n\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\tStatistical &amp; machine learning methods\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t\t<\/div>\n\t\t\t<div class=\"e-n-tabs-content\">\n\t\t\t\t<div id=\"e-n-tab-content-4653901471\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-4653901471\" data-tab-index=\"1\" style=\"--n-tabs-title-order: 1;\" class=\"e-active elementor-element elementor-element-2483a4ea e-con-full animated-fast e-flex e-con e-child\" data-id=\"2483a4ea\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;animation&quot;:&quot;none&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7af713b7 elementor-widget__width-initial elementor-hidden-tablet elementor-hidden-mobile elementor-widget elementor-widget-image\" data-id=\"7af713b7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"650\" height=\"650\" src=\"https:\/\/steady-sun.com\/wp-content\/uploads\/2025\/06\/models-over-mauritius-and-reunion-island1.webp\" class=\"attachment-medium_large size-medium_large wp-image-11869\" alt=\"Weather models over Mauritius and R\u00c3\u00a9union: ARPEGE, GFS, AROME, GDPS, ICON, IFS HRES\" srcset=\"https:\/\/steady-sun.com\/wp-content\/uploads\/2025\/06\/models-over-mauritius-and-reunion-island1.webp 650w, https:\/\/steady-sun.com\/wp-content\/uploads\/2025\/06\/models-over-mauritius-and-reunion-island1-300x300.webp 300w, https:\/\/steady-sun.com\/wp-content\/uploads\/2025\/06\/models-over-mauritius-and-reunion-island1-150x150.webp 150w\" sizes=\"(max-width: 650px) 100vw, 650px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">NWP models<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-49c90ec9 e-con-full e-flex e-con e-child\" data-id=\"49c90ec9\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3c39badd elementor-widget elementor-widget-text-editor\" data-id=\"3c39badd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><strong>Numerical Weather Prediction (NWP) models<\/strong> solve the equations of atmospheric dynamics on a 3D grid, starting from observed initial conditions and stepping forward in time.\u00a0<\/p><p>Models like ECMWF&#8217;s IFS, NOAA&#8217;s GFS, M\u00e9t\u00e9o-France&#8217;s ARPEGE, or the regional WRF (which can reach 1 km resolution) are the backbone of any serious day-ahead or medium-range forecast.<\/p><p><strong>For solar<\/strong>, NWP outputs (cloud fraction, aerosol optical depth, humidity) feed into irradiance models.<\/p><p><strong>For wind<\/strong>, NWP wind fields are downscaled to hub height using boundary-layer physics or statistical transfer functions.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4816693e elementor-position-inline-start elementor-view-default elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"4816693e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-ban\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 8C119.034 8 8 119.033 8 256s111.034 248 248 248 248-111.034 248-248S392.967 8 256 8zm130.108 117.892c65.448 65.448 70 165.481 20.677 235.637L150.47 105.216c70.204-49.356 170.226-44.735 235.638 20.676zM125.892 386.108c-65.448-65.448-70-165.481-20.677-235.637L361.53 406.784c-70.203 49.356-170.226 44.736-235.638-20.676z\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\t <strong style=\"color:#D44C26\">The limitation:<\/strong> NWP models have systematic biases that vary by location, season, and weather regime. <strong>No single model is best everywhere, all the time<\/strong>.\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7998e1dc e-con-full e-flex e-con e-child\" data-id=\"7998e1dc\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-35bb8c00 elementor-position-inline-start elementor-tablet-position-block-start elementor-widget-tablet__width-initial elementor-view-default elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"35bb8c00\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-far-calendar-alt\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M148 288h-40c-6.6 0-12-5.4-12-12v-40c0-6.6 5.4-12 12-12h40c6.6 0 12 5.4 12 12v40c0 6.6-5.4 12-12 12zm108-12v-40c0-6.6-5.4-12-12-12h-40c-6.6 0-12 5.4-12 12v40c0 6.6 5.4 12 12 12h40c6.6 0 12-5.4 12-12zm96 0v-40c0-6.6-5.4-12-12-12h-40c-6.6 0-12 5.4-12 12v40c0 6.6 5.4 12 12 12h40c6.6 0 12-5.4 12-12zm-96 96v-40c0-6.6-5.4-12-12-12h-40c-6.6 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medium-range)\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6c42f656 elementor-position-inline-start elementor-widget__width-auto elementor-tablet-position-block-start elementor-view-default elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"6c42f656\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"18\" height=\"18\" viewBox=\"0 0 18 18\" fill=\"none\"><path d=\"M9 18C7.75 18 6.57933 17.7627 5.488 17.288C4.39667 16.8133 3.44667 16.1717 2.638 15.363C1.82933 14.5543 1.18767 13.6043 0.713001 12.513C0.238335 11.4217 0.000668065 10.2507 1.3986e-06 9C-0.000665268 7.74933 0.237001 6.57867 0.713001 5.488C1.189 4.39733 1.83033 3.44733 2.637 2.638C3.44367 1.82867 4.39367 1.187 5.487 0.713C6.58034 0.239 7.75133 0.00133333 9 0C10.3667 0 11.6627 0.291667 12.888 0.875C14.1133 1.45833 15.1507 2.28333 16 3.35V2C16 1.71667 16.096 1.47933 16.288 1.288C16.48 1.09667 16.7173 1.00067 17 1C17.2827 0.999333 17.5203 1.09533 17.713 1.288C17.9057 1.48067 18.0013 1.718 18 2V6C18 6.28333 17.904 6.521 17.712 6.713C17.52 6.905 17.2827 7.00067 17 7H13C12.7167 7 12.4793 6.904 12.288 6.712C12.0967 6.52 12.0007 6.28267 12 6C11.9993 5.71733 12.0953 5.48 12.288 5.288C12.4807 5.096 12.718 5 13 5H14.75C14.0667 4.06667 13.225 3.33333 12.225 2.8C11.225 2.26667 10.15 2 9 2C7.05 2 5.396 2.67933 4.038 4.038C2.68 5.39667 2.00067 7.05067 2 9C1.99933 10.9493 2.67867 12.6037 4.038 13.963C5.39734 15.3223 7.05133 16.0013 9 16C10.5833 16 12 15.525 13.25 14.575C14.5 13.625 15.325 12.4 15.725 10.9C15.8083 10.6333 15.9583 10.4333 16.175 10.3C16.3917 10.1667 16.6333 10.1167 16.9 10.15C17.1833 10.1833 17.4083 10.304 17.575 10.512C17.7417 10.72 17.7917 10.9493 17.725 11.2C17.2417 13.1833 16.1917 14.8127 14.575 16.088C12.9583 17.3633 11.1 18.0007 9 18ZM10 8.6L12.5 11.1C12.6833 11.2833 12.775 11.5167 12.775 11.8C12.775 12.0833 12.6833 12.3167 12.5 12.5C12.3167 12.6833 12.0833 12.775 11.8 12.775C11.5167 12.775 11.2833 12.6833 11.1 12.5L8.3 9.7C8.2 9.6 8.125 9.48767 8.075 9.363C8.025 9.23833 8 9.109 8 8.975V5C8 4.71667 8.096 4.47933 8.288 4.288C8.48 4.09667 8.71733 4.00067 9 4C9.28267 3.99933 9.52033 4.09533 9.713 4.288C9.90567 4.48067 10.0013 4.718 10 5V8.6Z\" fill=\"#D44C26\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h2 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tUpdate frequency\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h2>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tup to every hour\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-18b10d75 elementor-position-inline-start elementor-widget__width-auto elementor-tablet-position-block-start elementor-widget-tablet__width-initial elementor-view-default elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"18b10d75\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-border-all\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 32H32A32 32 0 0 0 0 64v384a32 32 0 0 0 32 32h384a32 32 0 0 0 32-32V64a32 32 0 0 0-32-32zm-32 64v128H256V96zm-192 0v128H64V96zM64 416V288h128v128zm192 0V288h128v128z\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tNWP spatial resolution\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\t10\u201350 km (global)\n<br>5\u201310 km (regional high res)\n<br>1\u20135 km (regional high res)\n<br>Down to 1 km (regional WRF)\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div id=\"e-n-tab-content-4653901472\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-4653901472\" data-tab-index=\"2\" style=\"--n-tabs-title-order: 2;\" class=\" elementor-element elementor-element-44730bc6 e-con-full icon-box-list animated-fast e-flex e-con e-child\" data-id=\"44730bc6\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;animation&quot;:&quot;none&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5d84f799 elementor-widget__width-initial elementor-hidden-tablet elementor-hidden-mobile elementor-widget elementor-widget-image\" data-id=\"5d84f799\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"768\" height=\"586\" src=\"https:\/\/steady-sun.com\/wp-content\/uploads\/2025\/08\/european-space-agency-and-steadysun-project-satellite-imagery.gif\" class=\"attachment-medium_large size-medium_large wp-image-14529\" alt=\"Twelve animated satellite simulations for ESA project\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Advanced multi-satellite forecasting<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-791c727a e-con-full e-flex e-con e-child\" data-id=\"791c727a\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-61b8c5d7 elementor-widget elementor-widget-text-editor\" data-id=\"61b8c5d7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\"><strong>For the next few minutes to a few hours, live satellite imagery outperforms NWP models<\/strong>, which simply can&#8217;t update fast enough to capture a cloud passing over a plant right now. <\/span><\/p><p><strong>The principle<\/strong>: track cloud motion across multiple spectral channels (visible, near-infrared, thermal infrared) between successive images, then extrapolate cloud cover and irradiance forward in time.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-31b17135 elementor-position-inline-start elementor-view-default elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"31b17135\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-ban\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 8C119.034 8 8 119.033 8 256s111.034 248 248 248 248-111.034 248-248S392.967 8 256 8zm130.108 117.892c65.448 65.448 70 165.481 20.677 235.637L150.47 105.216c70.204-49.356 170.226-44.735 235.638 20.676zM125.892 386.108c-65.448-65.448-70-165.481-20.677-235.637L361.53 406.784c-70.203 49.356-170.226 44.736-235.638-20.676z\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\t <strong style=\"color:#D44C26\">The limitation:<\/strong> this approach loses accuracy fast beyond a few hours, since cloud motion extrapolation can't anticipate new cloud formation or dissipation, that's exactly where NWP models take over.\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3b488b5 e-con-full e-flex e-con e-child\" data-id=\"3b488b5\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-624a8348 elementor-position-inline-start elementor-widget__width-auto elementor-tablet-position-block-start elementor-view-default elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"624a8348\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-far-calendar-alt\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M148 288h-40c-6.6 0-12-5.4-12-12v-40c0-6.6 5.4-12 12-12h40c6.6 0 12 5.4 12 12v40c0 6.6-5.4 12-12 12zm108-12v-40c0-6.6-5.4-12-12-12h-40c-6.6 0-12 5.4-12 12v40c0 6.6 5.4 12 12 12h40c6.6 0 12-5.4 12-12zm96 0v-40c0-6.6-5.4-12-12-12h-40c-6.6 0-12 5.4-12 12v40c0 6.6 5.4 12 12 12h40c6.6 0 12-5.4 12-12zm-96 96v-40c0-6.6-5.4-12-12-12h-40c-6.6 0-12 5.4-12 12v40c0 6.6 5.4 12 12 12h40c6.6 0 12-5.4 12-12zm-96 0v-40c0-6.6-5.4-12-12-12h-40c-6.6 0-12 5.4-12 12v40c0 6.6 5.4 12 12 12h40c6.6 0 12-5.4 12-12zm192 0v-40c0-6.6-5.4-12-12-12h-40c-6.6 0-12 5.4-12 12v40c0 6.6 5.4 12 12 12h40c6.6 0 12-5.4 12-12zm96-260v352c0 26.5-21.5 48-48 48H48c-26.5 0-48-21.5-48-48V112c0-26.5 21.5-48 48-48h48V12c0-6.6 5.4-12 12-12h40c6.6 0 12 5.4 12 12v52h128V12c0-6.6 5.4-12 12-12h40c6.6 0 12 5.4 12 12v52h48c26.5 0 48 21.5 48 48zm-48 346V160H48v298c0 3.3 2.7 6 6 6h340c3.3 0 6-2.7 6-6z\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tForecast horizon\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\t0\u201330 min (nowcasting) and 30 min\u20133 h (intraday)\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2c521d2a elementor-position-inline-start elementor-widget__width-auto elementor-tablet-position-block-start elementor-view-default elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"2c521d2a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"18\" height=\"18\" viewBox=\"0 0 18 18\" fill=\"none\"><path d=\"M9 18C7.75 18 6.57933 17.7627 5.488 17.288C4.39667 16.8133 3.44667 16.1717 2.638 15.363C1.82933 14.5543 1.18767 13.6043 0.713001 12.513C0.238335 11.4217 0.000668065 10.2507 1.3986e-06 9C-0.000665268 7.74933 0.237001 6.57867 0.713001 5.488C1.189 4.39733 1.83033 3.44733 2.637 2.638C3.44367 1.82867 4.39367 1.187 5.487 0.713C6.58034 0.239 7.75133 0.00133333 9 0C10.3667 0 11.6627 0.291667 12.888 0.875C14.1133 1.45833 15.1507 2.28333 16 3.35V2C16 1.71667 16.096 1.47933 16.288 1.288C16.48 1.09667 16.7173 1.00067 17 1C17.2827 0.999333 17.5203 1.09533 17.713 1.288C17.9057 1.48067 18.0013 1.718 18 2V6C18 6.28333 17.904 6.521 17.712 6.713C17.52 6.905 17.2827 7.00067 17 7H13C12.7167 7 12.4793 6.904 12.288 6.712C12.0967 6.52 12.0007 6.28267 12 6C11.9993 5.71733 12.0953 5.48 12.288 5.288C12.4807 5.096 12.718 5 13 5H14.75C14.0667 4.06667 13.225 3.33333 12.225 2.8C11.225 2.26667 10.15 2 9 2C7.05 2 5.396 2.67933 4.038 4.038C2.68 5.39667 2.00067 7.05067 2 9C1.99933 10.9493 2.67867 12.6037 4.038 13.963C5.39734 15.3223 7.05133 16.0013 9 16C10.5833 16 12 15.525 13.25 14.575C14.5 13.625 15.325 12.4 15.725 10.9C15.8083 10.6333 15.9583 10.4333 16.175 10.3C16.3917 10.1667 16.6333 10.1167 16.9 10.15C17.1833 10.1833 17.4083 10.304 17.575 10.512C17.7417 10.72 17.7917 10.9493 17.725 11.2C17.2417 13.1833 16.1917 14.8127 14.575 16.088C12.9583 17.3633 11.1 18.0007 9 18ZM10 8.6L12.5 11.1C12.6833 11.2833 12.775 11.5167 12.775 11.8C12.775 12.0833 12.6833 12.3167 12.5 12.5C12.3167 12.6833 12.0833 12.775 11.8 12.775C11.5167 12.775 11.2833 12.6833 11.1 12.5L8.3 9.7C8.2 9.6 8.125 9.48767 8.075 9.363C8.025 9.23833 8 9.109 8 8.975V5C8 4.71667 8.096 4.47933 8.288 4.288C8.48 4.09667 8.71733 4.00067 9 4C9.28267 3.99933 9.52033 4.09533 9.713 4.288C9.90567 4.48067 10.0013 4.718 10 5V8.6Z\" fill=\"#D44C26\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tSatellite update cadence\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tevery 5\u201315 minutes\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-68d7a4ff elementor-position-inline-start elementor-widget__width-auto elementor-tablet-position-block-start elementor-view-default elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"68d7a4ff\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-border-all\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 32H32A32 32 0 0 0 0 64v384a32 32 0 0 0 32 32h384a32 32 0 0 0 32-32V64a32 32 0 0 0-32-32zm-32 64v128H256V96zm-192 0v128H64V96zM64 416V288h128v128zm192 0V288h128v128z\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tSatellite spatial resolution\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\t500 m\u20133 km\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div id=\"e-n-tab-content-4653901473\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-4653901473\" data-tab-index=\"3\" style=\"--n-tabs-title-order: 3;\" class=\" elementor-element elementor-element-1e511644 e-con-full icon-box-list animated-fast e-flex e-con e-child\" data-id=\"1e511644\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;animation&quot;:&quot;none&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2424f8e1 elementor-widget__width-initial elementor-hidden-tablet elementor-hidden-mobile elementor-widget elementor-widget-image\" data-id=\"2424f8e1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"431\" src=\"https:\/\/steady-sun.com\/wp-content\/uploads\/2025\/03\/taylor-vick-M5tzZtFCOfs-unsplash-768x431.jpg\" class=\"attachment-medium_large size-medium_large wp-image-2291\" alt=\"IT server rack\" srcset=\"https:\/\/steady-sun.com\/wp-content\/uploads\/2025\/03\/taylor-vick-M5tzZtFCOfs-unsplash-768x431.jpg 768w, https:\/\/steady-sun.com\/wp-content\/uploads\/2025\/03\/taylor-vick-M5tzZtFCOfs-unsplash-300x168.jpg 300w, https:\/\/steady-sun.com\/wp-content\/uploads\/2025\/03\/taylor-vick-M5tzZtFCOfs-unsplash-1024x575.jpg 1024w, https:\/\/steady-sun.com\/wp-content\/uploads\/2025\/03\/taylor-vick-M5tzZtFCOfs-unsplash-1536x862.jpg 1536w, https:\/\/steady-sun.com\/wp-content\/uploads\/2025\/03\/taylor-vick-M5tzZtFCOfs-unsplash-2048x1149.jpg 2048w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Hosting and computation environment<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7d8d9551 e-con-full e-flex e-con e-child\" data-id=\"7d8d9551\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-477f29e0 elementor-widget elementor-widget-text-editor\" data-id=\"477f29e0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Statistical approaches, from simple persistence (assuming the next hour looks like the current hour) to <a href=\"https:\/\/www.ibm.com\/think\/topics\/arima-model\" target=\"_blank\" rel=\"noopener\"><strong>ARIMA time series models<\/strong><\/a>, work well at very short horizons where the atmosphere hasn&#8217;t changed much.<\/p><p><strong>Machine learning goes further<\/strong>. Neural networks, gradient boosting, and ensemble methods can learn non-linear relationships between NWP outputs and observed power, correcting biases that physics-based models miss. They need training data (typically at least one year of co-located production and weather records) but once trained, they adapt continuously as new data arrives.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-12b7c583 elementor-position-inline-start elementor-view-default elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"12b7c583\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-ban\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 8C119.034 8 8 119.033 8 256s111.034 248 248 248 248-111.034 248-248S392.967 8 256 8zm130.108 117.892c65.448 65.448 70 165.481 20.677 235.637L150.47 105.216c70.204-49.356 170.226-44.735 235.638 20.676zM125.892 386.108c-65.448-65.448-70-165.481-20.677-235.637L361.53 406.784c-70.203 49.356-170.226 44.736-235.638-20.676z\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\t <strong style=\"color:#D44C26\">The limitation:<\/strong> purely data-driven models can struggle in rare or extreme weather situations that weren't well-represented in the training set.\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-73607e0c e-con-full e-flex e-con e-child\" data-id=\"73607e0c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-17c7c4fc elementor-widget__width-auto elementor-widget elementor-widget-heading\" data-id=\"17c7c4fc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\"><b>Hybrid multi-model approach<\/b>: how Steadysun does it<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-50a02d26 elementor-widget elementor-widget-text-editor\" data-id=\"50a02d26\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Steadysun\u2019s approach is neither purely physical nor purely statistical. It\u2019s a hybrid multi-model engine that combines the strengths of both.<\/p><p><strong>The core idea:<\/strong> run 20+ leading NWP models\u00a0in parallel, then use AI to select, weight, and merge their outputs into a single, more reliable forecast. The AI assigns dynamic weights to each NWP model based on its recent performance over a rolling window.<\/p><p>This is conceptually similar to what the forecasting community calls a \u201cmeta-forecast\u201d or ensemble post-processing, the same principle behind <a href=\"https:\/\/www.ecmwf.int\/en\/learning\/training\/introduction-chaos-predictability-and-ensemble-forecasts\" target=\"_blank\" rel=\"noopener\"><strong>ECMWF\u2019s ensemble prediction system<\/strong><\/a>, but <strong>applied operationally at the plant level and updated every 5 minutes.<\/strong><\/p><p>The result is a<strong> forecast that\u2019s more robust<\/strong> than any individual NWP model, because the errors of different models tend to be uncorrelated. <strong>When one model is wrong, others compensate<\/strong>.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-12e127a elementor-widget elementor-widget-text-editor\" data-id=\"12e127a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Key facts up front :<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3a905099 elementor-widget__width-initial elementor-widget elementor-widget-image\" data-id=\"3a905099\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/steady-sun.com\/wp-content\/uploads\/2026\/07\/carte-modeles-meteo-fond-transparent.png\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-title=\"SteadyMet Global Weather Models\" data-elementor-lightbox-description=\"Map showing various global and regional weather models integrated in SteadyMet.\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6MTU5OTgsInVybCI6Imh0dHBzOlwvXC9zdGVhZHktc3VuLmNvbVwvd3AtY29udGVudFwvdXBsb2Fkc1wvMjAyNlwvMDdcL2NhcnRlLW1vZGVsZXMtbWV0ZW8tZm9uZC10cmFuc3BhcmVudC1lMTc4NDYyMDE0MDM2MS5wbmcifQ%3D%3D\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"427\" src=\"https:\/\/steady-sun.com\/wp-content\/uploads\/2026\/07\/carte-modeles-meteo-fond-transparent-e1784620140361-768x427.png\" class=\"attachment-medium_large size-medium_large wp-image-15998\" alt=\"World map with weather models used in SteadyMet\" srcset=\"https:\/\/steady-sun.com\/wp-content\/uploads\/2026\/07\/carte-modeles-meteo-fond-transparent-e1784620140361-768x427.png 768w, https:\/\/steady-sun.com\/wp-content\/uploads\/2026\/07\/carte-modeles-meteo-fond-transparent-e1784620140361-300x167.png 300w, https:\/\/steady-sun.com\/wp-content\/uploads\/2026\/07\/carte-modeles-meteo-fond-transparent-e1784620140361-1024x569.png 1024w, https:\/\/steady-sun.com\/wp-content\/uploads\/2026\/07\/carte-modeles-meteo-fond-transparent-e1784620140361-1536x854.png 1536w, https:\/\/steady-sun.com\/wp-content\/uploads\/2026\/07\/carte-modeles-meteo-fond-transparent-e1784620140361-2048x1138.png 2048w, https:\/\/steady-sun.com\/wp-content\/uploads\/2026\/07\/carte-modeles-meteo-fond-transparent-e1784620140361-18x10.png 18w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Multimodel weather forecasting sources<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-754a7e31 elementor-widget elementor-widget-html\" data-id=\"754a7e31\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t\t<table class=\"tablepress tablepress-id-forecast-specs\">\n  <tbody>\n    <tr class=\"row-1 odd\">\n      <th class=\"column-1\" scope=\"row\">Forecast horizons<\/th>\n      <td class=\"column-2\">0\u201330 min (nowcasting) and 30 min\u20133 h (intraday) <strong>for solar only<\/strong><br>D+1\u2013D+15 (day-ahead &amp; medium-range) <strong>for both solar and wind<\/strong><\/td>\n    <\/tr>\n    <tr class=\"row-2 even\">\n      <th class=\"column-1\" scope=\"row\">Update frequency<\/th>\n      <td class=\"column-2\">Every 5\u201315 min (satellite-based) \/ up to every hour (NWP-based)<\/td>\n    <\/tr>\n    <tr class=\"row-3 odd\">\n      <th class=\"column-1\" scope=\"row\">NWP models aggregated<\/th>\n      <td class=\"column-2\">20+  including <a href=\"https:\/\/www.ecmwf.int\/en\/forecasts\/documentation-and-support\/changes-ecmwf-model\" target=\"_blank\">IFS<\/a>, <a href=\"https:\/\/www.ecmwf.int\/en\/forecasts\/datasets\/aifs-machine-learning-data\" target=\"_blank\">AIFS<\/a>, <a href=\"https:\/\/vlab.noaa.gov\/web\/gfs\" target=\"_blank\">GFS<\/a>, <a href=\"https:\/\/www.ecmwf.int\/en\/about\/what-we-do\/environmental-services\/copernicus-atmosphere-monitoring-service\" target=\"_blank\">CAMS<\/a>, <a href=\"https:\/\/www.dwd.de\/EN\/research\/weatherforecasting\/num_modelling\/01_num_weather_prediction_modells\/icon_description.html\" target=\"_blank\">ICON<\/a>, ICON-EU, ICON-D2, ICON-2I, <a href=\"https:\/\/meteofrance.com\/meteo-a-z\/les-modeles-de-prevision-meteo\" target=\"_blank\">ARPEGE<\/a>, ARPEGE-EU, <a href=\"https:\/\/meteofrance.com\/meteo-a-z\/les-modeles-de-prevision-meteo\" target=\"_blank\">AROME<\/a>, <a href=\"https:\/\/rapidrefresh.noaa.gov\/hrrr\/\" target=\"_blank\">HRRR<\/a>, <a href=\"https:\/\/open.canada.ca\/data\/en\/dataset\/5b401fa0-6c29-57f0-b3d5-749f301d829d\" target=\"_blank\">HRDPS<\/a>, <a href=\"https:\/\/open.canada.ca\/data\/en\/dataset\/c041e79a-914a-5a4e-a485-9cbc506195df\" target=\"_blank\">GDPS<\/a>, <a href=\"https:\/\/ncar.ucar.edu\/what-we-offer\/models\/weather-research-and-forecasting-model-wrf\" target=\"_blank\">WRF<\/a>, <a href=\"https:\/\/www.dmi.dk\/friedata\/dokumentation\/data\/forecast-data-weather-model-harmonie\" target=\"_blank\">HARMONIE-NEA<\/a> and more.<\/td>\n    <\/tr>\n    <tr class=\"row-4 even\">\n      <th class=\"column-1\" scope=\"row\">NWP spatial resolution<\/th>\n      <td class=\"column-2\">10\u201350 km (global)<br>5\u201310 km (regional high resolution)<br>1\u20135 km (regional high resolution)<br>down to 1 km (regional WRF)<\/td>\n    <\/tr>\n    <tr class=\"row-5 odd\">\n      <th class=\"column-1\" scope=\"row\">Geostationary satellites<\/th>\n      <td class=\"column-2\">5 systems including <a href=\"https:\/\/www.nesdis.noaa.gov\/our-satellites\/currently-flying\/geostationary-satellites\" target=\"_blank\">GOES West<\/a>, <a href=\"https:\/\/www.nesdis.noaa.gov\/our-satellites\/currently-flying\/geostationary-satellites\" target=\"_blank\">GOES East<\/a>, <a href=\"https:\/\/user.eumetsat.int\/data\/satellites\/meteosat-second-generation\/0-degree-service\" target=\"_blank\">Meteosat 0\u00b0<\/a>, <a href=\"https:\/\/user.eumetsat.int\/data\/satellites\/meteosat-second-generation\/indian-ocean-data-coverage\" target=\"_blank\">Meteosat IODC<\/a>, and <a href=\"https:\/\/www.jma.go.jp\/jma\/jma-eng\/satellite\/index.html\" target=\"_blank\">Himawari<\/a>.<\/td>\n    <\/tr>\n    <tr class=\"row-6 even\">\n      <th class=\"column-1\" scope=\"row\">Satellite spatial resolution<\/th>\n      <td class=\"column-2\">500 m \u2013 3 km<\/td>\n    <\/tr>\n    <tr class=\"row-7 odd\">\n      <th class=\"column-1\" scope=\"row\">Satellite update cadence<\/th>\n      <td class=\"column-2\">Every 5\u201315 minutes<\/td>\n    <\/tr>\n    <tr class=\"row-8 even\">\n      <th class=\"column-1\" scope=\"row\">Technologies covered<\/th>\n      <td class=\"column-2\">PV (fixed, tracking, bifacial), CSP, onshore wind, offshore wind<\/td>\n    <\/tr>\n    <tr class=\"row-9 odd\">\n      <th class=\"column-1\" scope=\"row\">Probabilistic output<\/th>\n      <td class=\"column-2\">11 quantiles: P00, P10, P20 \u2026 P90, P100<\/td>\n    <\/tr>\n  <\/tbody>\n<\/table>\n\n<style>\n.tablepress-id-forecast-specs th.column-1 {\n    text-align: left;\n    font-weight: bold;\n    background-color: var(--e-global-color-3e1bc18);\n    width: 30%;\n    vertical-align: top;\n}\n.tablepress-id-forecast-specs td.column-2 {\n    vertical-align: top;\n}\n.tablepress-id-forecast-specs tr.odd {\n    background-color: #ffffff;\n}\n.tablepress-id-forecast-specs tr.even {\n    background-color: #fafafa;\n}\n<\/style>\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5c304adb e-flex e-con-boxed e-con e-parent\" data-id=\"5c304adb\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-23a16d88 elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"23a16d88\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">From minutes to weeks<\/span>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1abe2a02 elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"1abe2a02\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">How Steadysun splits <b>the forecasting timeline<\/b><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3195e904 elementor-widget elementor-widget-text-editor\" data-id=\"3195e904\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>As seen above, <strong>no single technology covers the full forecasting timeline<\/strong>. At\u00a0Steadysun, we split it across two engines, each taking the lead at a different horizon: <strong>Steadysat for the short range<\/strong>, <strong>Steadymet for the long range<\/strong>.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2d7dbc70 e-con-full e-flex e-con e-child\" data-id=\"2d7dbc70\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-326cc754 e-con-full e-flex e-con e-child\" data-id=\"326cc754\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-36dc6f1f elementor-widget elementor-widget-text-editor\" data-id=\"36dc6f1f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>t-10min &#8211; 30 minutes<br \/><strong>Nowcasting<\/strong><\/p><p>(Steadysat)<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3ed4b73c e-con-full e-flex e-con e-child\" data-id=\"3ed4b73c\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3a582113 elementor-widget elementor-widget-text-editor\" data-id=\"3a582113\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>30 minutes &#8211; 6 hours<br \/><strong>Intraday<\/strong><\/p><p>(Steadysat + Steadymet blend)<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-237909d3 e-con-full e-flex e-con e-child\" data-id=\"237909d3\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-74ed4004 elementor-widget elementor-widget-text-editor\" data-id=\"74ed4004\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>6 hours &#8211; D+15 <br \/><b>Day-ahead &amp; Medium range<\/b><\/p><p>(Steadymet)<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-62f72672 e-con-full e-flex e-con e-child\" data-id=\"62f72672\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-1c26a664 e-con-full e-flex e-con e-child\" data-id=\"1c26a664\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-259d9bd3 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"259d9bd3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Nowcasting with Steadysat<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3b7652d0 elementor-widget elementor-widget-text-editor\" data-id=\"3b7652d0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><strong><a href=\"https:\/\/steady-sun.com\/steadysat-intraday-forecasts\/\" target=\"_blank\" rel=\"noopener\">Steadysat<\/a> is Steadysun&#8217;s implementation of the satellite-based approach <\/strong>described above.<\/p><p>At very short time scales, the dominant uncertainty is cloud motion, and NWP models are too coarse and too slow to capture a cloud front moving across a solar farm in the next 15 minutes. Steadysat solves this using <strong>cloud motion vectors (CMV)<\/strong> derived from geostationary satellite imagery.<\/p><p>By tracking cloud displacement between successive satellite images (refreshed every 5 to 15 minutes at 500 m\u20132 km spatial resolution) <strong>Steadysat extrapolates where clouds will be in the next 30 minutes<\/strong> with high spatial precision.<\/p><p>The 5 satellites feeding Steadysat are:<\/p><ul><li><strong>NOAA GOES-W<\/strong> \u2014 Western Americas and Eastern Pacific<\/li><li><strong>NOAA GOES-E<\/strong> \u2014 Eastern Americas and Western Atlantic<\/li><li><strong>EUMETSAT MSG-0\u00b0<\/strong> \u2014 Europe, Africa, and the Atlantic<\/li><li><strong>EUMETSAT MSG-IODC<\/strong> \u2014 Indian Ocean and East Africa<\/li><li><strong>JMA HIMAWARI<\/strong> \u2014 Asia-Pacific<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4c3f1dd8 elementor-widget__width-initial elementor-widget-tablet__width-inherit elementor-widget elementor-widget-image\" data-id=\"4c3f1dd8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/steady-sun.com\/wp-content\/uploads\/2026\/07\/carte-satellite-sansgrille.png\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-title=\"Satellite Data for Forecasting\" data-elementor-lightbox-description=\"Map of satellite orbits and their observational coverage used by SteadySat.\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6MTYwMzAsInVybCI6Imh0dHBzOlwvXC9zdGVhZHktc3VuLmNvbVwvd3AtY29udGVudFwvdXBsb2Fkc1wvMjAyNlwvMDdcL2NhcnRlLXNhdGVsbGl0ZS1zYW5zZ3JpbGxlLnBuZyJ9\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"399\" src=\"https:\/\/steady-sun.com\/wp-content\/uploads\/2026\/07\/carte-satellite-sansgrille-768x399.png\" class=\"attachment-medium_large size-medium_large wp-image-16030\" alt=\"World map showing satellite coverage areas\" srcset=\"https:\/\/steady-sun.com\/wp-content\/uploads\/2026\/07\/carte-satellite-sansgrille-768x399.png 768w, https:\/\/steady-sun.com\/wp-content\/uploads\/2026\/07\/carte-satellite-sansgrille-300x156.png 300w, https:\/\/steady-sun.com\/wp-content\/uploads\/2026\/07\/carte-satellite-sansgrille-1024x532.png 1024w, https:\/\/steady-sun.com\/wp-content\/uploads\/2026\/07\/carte-satellite-sansgrille-1536x798.png 1536w, https:\/\/steady-sun.com\/wp-content\/uploads\/2026\/07\/carte-satellite-sansgrille-18x9.png 18w, https:\/\/steady-sun.com\/wp-content\/uploads\/2026\/07\/carte-satellite-sansgrille.png 1929w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Space-based observation network<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-12d1b7b elementor-position-inline-start elementor-widget__width-inherit elementor-view-default elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"12d1b7b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-info-circle\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 8C119.043 8 8 119.083 8 256c0 136.997 111.043 248 248 248s248-111.003 248-248C504 119.083 392.957 8 256 8zm0 110c23.196 0 42 18.804 42 42s-18.804 42-42 42-42-18.804-42-42 18.804-42 42-42zm56 254c0 6.627-5.373 12-12 12h-88c-6.627 0-12-5.373-12-12v-24c0-6.627 5.373-12 12-12h12v-64h-12c-6.627 0-12-5.373-12-12v-24c0-6.627 5.373-12 12-12h64c6.627 0 12 5.373 12 12v100h12c6.627 0 12 5.373 12 12v24z\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tSteadysat also ingests <strong>real-time in-situ measurements<\/strong> (irradiance sensors, pyranometers, power meters, SCADA data) to continuously calibrate its outputs at the plant level.\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-49ec53ac e-con-full e-flex e-con e-child\" data-id=\"49ec53ac\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-251e7c6d elementor-widget elementor-widget-image\" data-id=\"251e7c6d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"627\" src=\"https:\/\/steady-sun.com\/wp-content\/uploads\/2025\/06\/terra-modis-satellite-image-nasa-768x627.webp\" class=\"attachment-medium_large size-medium_large wp-image-12326\" alt=\"NASA Terra MODIS satellite image\" srcset=\"https:\/\/steady-sun.com\/wp-content\/uploads\/2025\/06\/terra-modis-satellite-image-nasa-768x627.webp 768w, https:\/\/steady-sun.com\/wp-content\/uploads\/2025\/06\/terra-modis-satellite-image-nasa-300x245.webp 300w, https:\/\/steady-sun.com\/wp-content\/uploads\/2025\/06\/terra-modis-satellite-image-nasa.webp 1015w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Satellite imagery of Earth from space<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-172d0516 e-con-full e-flex e-con e-child\" data-id=\"172d0516\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4237f595 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"4237f595\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Intraday forecasting with Steadysat + Steadymet blend<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6f38255c elementor-widget elementor-widget-text-editor\" data-id=\"6f38255c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Beyond 30 minutes, cloud motion vectors alone lose predictive skill as cloud systems evolve and dissipate. <a href=\"https:\/\/steady-sun.com\/steadysat-intraday-forecasts\/\" target=\"_blank\" rel=\"noopener\"><strong>Steadysat<\/strong><\/a> extends its horizon to 6 hours by<strong> blending CMV-based extrapolation with the forecast from <a href=\"https:\/\/steady-sun.com\/steadymet-day-ahead-forecasts\/\" target=\"_blank\" rel=\"noopener\">Steadymet<\/a>, our proprietary hybrid multi-model engine<\/strong>, weighting each source according to its demonstrated skill at each time step.<\/p><p>This blended approach is updated every 5 to 15 minutes, making it ideal for <a href=\"https:\/\/steady-sun.com\/renewable-energy-trading-portfolio-management\/\" target=\"_blank\" rel=\"noopener\"><strong>intraday market participation<\/strong><\/a>, storage dispatch, and <a href=\"https:\/\/steady-sun.com\/insular-system-management\/\" target=\"_blank\" rel=\"noopener\"><strong>island grid balancing<\/strong><\/a>.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-25d9c222 e-con-full e-flex e-con e-child\" data-id=\"25d9c222\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-47f5be7b e-con-full e-flex e-con e-child\" data-id=\"47f5be7b\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-47f12ded elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"47f12ded\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Day-ahead and medium-range forecasting with Steadymet<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-444155c5 elementor-widget elementor-widget-text-editor\" data-id=\"444155c5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><strong>For horizons beyond 6 hours, <a href=\"https:\/\/steady-sun.com\/steadymet-day-ahead-forecasts\/\" target=\"_blank\" rel=\"noopener\">Steadymet<\/a> takes over<\/strong>. It aggregates output from more than 20 global and regional NWP models and uses machine learning to eliminate the systematic biases of each individual model (the same principle described above in the hybrid multi-model approach), here<strong> run continuously in production for every plant<\/strong>.<\/p><p>Global NWP models such as GFS and ECMWF run at 10\u201325 km horizontal resolution. For sites where local topography, coastal effects, or island microclimates matter, Steadysun can deploy the regional <strong>WRF (Weather Research and Forecasting) model at 1 km resolution<\/strong>, implemented and optimised by our in-house team of meteorologists.<\/p><p><strong>Steadymet delivers forecasts up to 15 days ahead, updated up to every hour<\/strong>.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-48e14079 elementor-widget elementor-widget-image\" data-id=\"48e14079\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/steady-sun.com\/wp-content\/uploads\/2026\/07\/carte-modeles-meteo-fond-transparent-e1784620140361.png\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-title=\"SteadyMet Global Weather Models\" data-elementor-lightbox-description=\"Map showing various global and regional weather models integrated in SteadyMet.\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6MTU5OTgsInVybCI6Imh0dHBzOlwvXC9zdGVhZHktc3VuLmNvbVwvd3AtY29udGVudFwvdXBsb2Fkc1wvMjAyNlwvMDdcL2NhcnRlLW1vZGVsZXMtbWV0ZW8tZm9uZC10cmFuc3BhcmVudC1lMTc4NDYyMDE0MDM2MS5wbmcifQ%3D%3D\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"427\" src=\"https:\/\/steady-sun.com\/wp-content\/uploads\/2026\/07\/carte-modeles-meteo-fond-transparent-e1784620140361-768x427.png\" class=\"attachment-medium_large size-medium_large wp-image-15998\" alt=\"World map with weather models used in SteadyMet\" srcset=\"https:\/\/steady-sun.com\/wp-content\/uploads\/2026\/07\/carte-modeles-meteo-fond-transparent-e1784620140361-768x427.png 768w, https:\/\/steady-sun.com\/wp-content\/uploads\/2026\/07\/carte-modeles-meteo-fond-transparent-e1784620140361-300x167.png 300w, https:\/\/steady-sun.com\/wp-content\/uploads\/2026\/07\/carte-modeles-meteo-fond-transparent-e1784620140361-1024x569.png 1024w, https:\/\/steady-sun.com\/wp-content\/uploads\/2026\/07\/carte-modeles-meteo-fond-transparent-e1784620140361-1536x854.png 1536w, https:\/\/steady-sun.com\/wp-content\/uploads\/2026\/07\/carte-modeles-meteo-fond-transparent-e1784620140361-2048x1138.png 2048w, https:\/\/steady-sun.com\/wp-content\/uploads\/2026\/07\/carte-modeles-meteo-fond-transparent-e1784620140361-18x10.png 18w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Multimodel weather forecasting sources<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2a5e53d5 methodo-tabs e-n-tabs-mobile elementor-widget elementor-widget-n-tabs\" data-id=\"2a5e53d5\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;tabs_justify_horizontal&quot;:&quot;stretch&quot;,&quot;_animation&quot;:&quot;none&quot;,&quot;horizontal_scroll&quot;:&quot;disable&quot;}\" data-widget_type=\"nested-tabs.default\">\n\t\t\t\t\t<style>.elementor-element-2a5e53d5{display:none !important}<\/style>\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-8c48f e-flex e-con-boxed e-con e-parent\" data-id=\"8c48f\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-11285f91 elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"11285f91\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">The full forecasting pipeline<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-26a90b62 elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"26a90b62\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\"> <b>5 steps<\/b> from raw data to delivered forecast<\/h3>\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3c0c8347 e-con-full elementor-hidden-mobile e-flex e-con e-child\" data-id=\"3c0c8347\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-716c1f89 e-con-full e-flex e-con e-child\" data-id=\"716c1f89\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-22a7b34a elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"22a7b34a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" height=\"800px\" width=\"800px\" id=\"Layer_1\" viewBox=\"0 0 496.158 496.158\" xml:space=\"preserve\"><path style=\"fill:color;\" d=\"M248.082,0.003C111.07,0.003,0,111.061,0,248.085c0,137,111.07,248.07,248.082,248.07 c137.006,0,248.076-111.07,248.076-248.07C496.158,111.061,385.088,0.003,248.082,0.003z\"><\/path><path style=\"fill:#FFFFFF;\" d=\"M278.767,145.419c-3.126-4.003-7.276-6.006-12.451-6.006c-4.591,0-7.716,0.879-9.375,2.637 c-1.662,1.758-5.226,6.445-10.693,14.063c-5.47,7.617-11.744,14.502-18.823,20.654c-7.082,6.152-16.53,12.012-28.345,17.578 c-7.91,3.712-13.429,6.738-16.553,9.082c-3.126,2.344-4.688,6.006-4.688,10.986c0,4.298,1.586,8.082,4.761,11.353 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352 224 352S0 319.143 0 278.857V176c48.125 33.143 136.208 48.572 224 48.572S399.874 209.143 448 176zm0 160v102.857C448 479.143 347.667 512 224 512S0 479.143 0 438.857V336c48.125 33.143 136.208 48.572 224 48.572S399.874 369.143 448 336z\"><\/path><\/svg>\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-database\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M448 73.143v45.714C448 159.143 347.667 192 224 192S0 159.143 0 118.857V73.143C0 32.857 100.333 0 224 0s224 32.857 224 73.143zM448 176v102.857C448 319.143 347.667 352 224 352S0 319.143 0 278.857V176c48.125 33.143 136.208 48.572 224 48.572S399.874 209.143 448 176zm0 160v102.857C448 479.143 347.667 512 224 512S0 479.143 0 438.857V336c48.125 33.143 136.208 48.572 224 48.572S399.874 369.143 448 336z\"><\/path><\/svg>\t\t<\/span>\n\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\tData acquisition\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"e-n-tab-title-19053305113\" data-tab-title-id=\"e-n-tab-title-19053305113\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"3\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-19053305113\" style=\"--n-tabs-title-order: 3;\">\n\t\t\t\t\t<span class=\"e-n-tab-icon\">\n\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-history\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M504 255.531c.253 136.64-111.18 248.372-247.82 248.468-59.015.042-113.223-20.53-155.822-54.911-11.077-8.94-11.905-25.541-1.839-35.607l11.267-11.267c8.609-8.609 22.353-9.551 31.891-1.984C173.062 425.135 212.781 440 256 440c101.705 0 184-82.311 184-184 0-101.705-82.311-184-184-184-48.814 0-93.149 18.969-126.068 49.932l50.754 50.754c10.08 10.08 2.941 27.314-11.313 27.314H24c-8.837 0-16-7.163-16-16V38.627c0-14.254 17.234-21.393 27.314-11.314l49.372 49.372C129.209 34.136 189.552 8 256 8c136.81 0 247.747 110.78 248 247.531zm-180.912 78.784l9.823-12.63c8.138-10.463 6.253-25.542-4.21-33.679L288 256.349V152c0-13.255-10.745-24-24-24h-16c-13.255 0-24 10.745-24 24v135.651l65.409 50.874c10.463 8.137 25.541 6.253 33.679-4.21z\"><\/path><\/svg>\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-history\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M504 255.531c.253 136.64-111.18 248.372-247.82 248.468-59.015.042-113.223-20.53-155.822-54.911-11.077-8.94-11.905-25.541-1.839-35.607l11.267-11.267c8.609-8.609 22.353-9.551 31.891-1.984C173.062 425.135 212.781 440 256 440c101.705 0 184-82.311 184-184 0-101.705-82.311-184-184-184-48.814 0-93.149 18.969-126.068 49.932l50.754 50.754c10.08 10.08 2.941 27.314-11.313 27.314H24c-8.837 0-16-7.163-16-16V38.627c0-14.254 17.234-21.393 27.314-11.314l49.372 49.372C129.209 34.136 189.552 8 256 8c136.81 0 247.747 110.78 248 247.531zm-180.912 78.784l9.823-12.63c8.138-10.463 6.253-25.542-4.21-33.679L288 256.349V152c0-13.255-10.745-24-24-24h-16c-13.255 0-24 10.745-24 24v135.651l65.409 50.874c10.463 8.137 25.541 6.253 33.679-4.21z\"><\/path><\/svg>\t\t<\/span>\n\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\tBaseline calibration\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"e-n-tab-title-19053305114\" data-tab-title-id=\"e-n-tab-title-19053305114\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"4\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-19053305114\" style=\"--n-tabs-title-order: 4;\">\n\t\t\t\t\t<span class=\"e-n-tab-icon\">\n\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-exchange-alt\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M0 168v-16c0-13.255 10.745-24 24-24h360V80c0-21.367 25.899-32.042 40.971-16.971l80 80c9.372 9.373 9.372 24.569 0 33.941l-80 80C409.956 271.982 384 261.456 384 240v-48H24c-13.255 0-24-10.745-24-24zm488 152H128v-48c0-21.314-25.862-32.08-40.971-16.971l-80 80c-9.372 9.373-9.372 24.569 0 33.941l80 80C102.057 463.997 128 453.437 128 432v-48h360c13.255 0 24-10.745 24-24v-16c0-13.255-10.745-24-24-24z\"><\/path><\/svg>\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-exchange-alt\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M0 168v-16c0-13.255 10.745-24 24-24h360V80c0-21.367 25.899-32.042 40.971-16.971l80 80c9.372 9.373 9.372 24.569 0 33.941l-80 80C409.956 271.982 384 261.456 384 240v-48H24c-13.255 0-24-10.745-24-24zm488 152H128v-48c0-21.314-25.862-32.08-40.971-16.971l-80 80c-9.372 9.373-9.372 24.569 0 33.941l80 80C102.057 463.997 128 453.437 128 432v-48h360c13.255 0 24-10.745 24-24v-16c0-13.255-10.745-24-24-24z\"><\/path><\/svg>\t\t<\/span>\n\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\tReal-time model optimisation\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"e-n-tab-title-19053305115\" data-tab-title-id=\"e-n-tab-title-19053305115\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"5\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-19053305115\" style=\"--n-tabs-title-order: 5;\">\n\t\t\t\t\t<span class=\"e-n-tab-icon\">\n\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-box-open\" viewBox=\"0 0 640 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M425.7 256c-16.9 0-32.8-9-41.4-23.4L320 126l-64.2 106.6c-8.7 14.5-24.6 23.5-41.5 23.5-4.5 0-9-.6-13.3-1.9L64 215v178c0 14.7 10 27.5 24.2 31l216.2 54.1c10.2 2.5 20.9 2.5 31 0L551.8 424c14.2-3.6 24.2-16.4 24.2-31V215l-137 39.1c-4.3 1.3-8.8 1.9-13.3 1.9zm212.6-112.2L586.8 41c-3.1-6.2-9.8-9.8-16.7-8.9L320 64l91.7 152.1c3.8 6.3 11.4 9.3 18.5 7.3l197.9-56.5c9.9-2.9 14.7-13.9 10.2-23.1zM53.2 41L1.7 143.8c-4.6 9.2.3 20.2 10.1 23l197.9 56.5c7.1 2 14.7-1 18.5-7.3L320 64 69.8 32.1c-6.9-.8-13.5 2.7-16.6 8.9z\"><\/path><\/svg>\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-box-open\" viewBox=\"0 0 640 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M425.7 256c-16.9 0-32.8-9-41.4-23.4L320 126l-64.2 106.6c-8.7 14.5-24.6 23.5-41.5 23.5-4.5 0-9-.6-13.3-1.9L64 215v178c0 14.7 10 27.5 24.2 31l216.2 54.1c10.2 2.5 20.9 2.5 31 0L551.8 424c14.2-3.6 24.2-16.4 24.2-31V215l-137 39.1c-4.3 1.3-8.8 1.9-13.3 1.9zm212.6-112.2L586.8 41c-3.1-6.2-9.8-9.8-16.7-8.9L320 64l91.7 152.1c3.8 6.3 11.4 9.3 18.5 7.3l197.9-56.5c9.9-2.9 14.7-13.9 10.2-23.1zM53.2 41L1.7 143.8c-4.6 9.2.3 20.2 10.1 23l197.9 56.5c7.1 2 14.7-1 18.5-7.3L320 64 69.8 32.1c-6.9-.8-13.5 2.7-16.6 8.9z\"><\/path><\/svg>\t\t<\/span>\n\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\tForecast delivery\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t\t<\/div>\n\t\t\t<div class=\"e-n-tabs-content\">\n\t\t\t\t<div id=\"e-n-tab-content-19053305111\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-19053305111\" data-tab-index=\"1\" style=\"--n-tabs-title-order: 1;\" class=\"e-active elementor-element elementor-element-6b377405 e-con-full e-flex e-con e-child\" data-id=\"6b377405\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-59db384d elementor-widget__width-inherit elementor-widget-tablet__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"59db384d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Before any forecast can be tailored to your site, you provide the technical details needed <strong>to build a high-fidelity digital representation of your asset<\/strong>.<\/p><ul><li><strong>For solar<\/strong>: panel technology (monocrystalline, polycrystalline, thin-film, bifacial), tilt and azimuth, installed capacity (kWp or MW), tracker configuration (fixed, single-axis, dual-axis), inverter specs and clipping behaviour.\u00a0<\/li><li><strong>For wind<\/strong>: surface roughness, obstacle height (trees or buildings affecting wind displacement), and the position and type of each individual turbine.\u00a0<\/li><\/ul><p>Once your site is set up, forecasting can begin.\u00a0<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5d49ab4 elementor-widget elementor-widget-image\" data-id=\"5d49ab4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"512\" src=\"https:\/\/steady-sun.com\/wp-content\/uploads\/2026\/09\/solar-panels-field-wind-turbines-horizon-renewable-green-energy-768x512.webp\" class=\"attachment-medium_large size-medium_large wp-image-16520\" alt=\"\" srcset=\"https:\/\/steady-sun.com\/wp-content\/uploads\/2026\/09\/solar-panels-field-wind-turbines-horizon-renewable-green-energy-768x512.webp 768w, https:\/\/steady-sun.com\/wp-content\/uploads\/2026\/09\/solar-panels-field-wind-turbines-horizon-renewable-green-energy-300x200.webp 300w, https:\/\/steady-sun.com\/wp-content\/uploads\/2026\/09\/solar-panels-field-wind-turbines-horizon-renewable-green-energy-1024x683.webp 1024w, https:\/\/steady-sun.com\/wp-content\/uploads\/2026\/09\/solar-panels-field-wind-turbines-horizon-renewable-green-energy-1536x1024.webp 1536w, https:\/\/steady-sun.com\/wp-content\/uploads\/2026\/09\/solar-panels-field-wind-turbines-horizon-renewable-green-energy-18x12.webp 18w, https:\/\/steady-sun.com\/wp-content\/uploads\/2026\/09\/solar-panels-field-wind-turbines-horizon-renewable-green-energy.webp 1920w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div id=\"e-n-tab-content-19053305112\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-19053305112\" data-tab-index=\"2\" style=\"--n-tabs-title-order: 2;\" class=\" elementor-element elementor-element-53931f48 e-con-full e-flex e-con e-child\" data-id=\"53931f48\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2d7138ca elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"2d7138ca\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><strong>Every forecast cycle start with data ingestion<\/strong> from multiple independent sources:<\/p><p><strong>Satellite observations (Steadysat)<\/strong><\/p><ul><li>Live images from GOES-W, GOES-E, MSG-0\u00b0, MSG-IODC, and HIMAWARI<\/li><li>Multiple spectral channels: visible, near-infrared, thermal infrared<\/li><li>Cloud cover, aerosol optical depth, atmospheric water vapour<\/li><li>Cadence: every 5\u201315 minutes; resolution: 500 m\u20132 km<\/li><\/ul><p><strong>NWP model output (Steadymet)<\/strong><\/p><ul><li>20+ global and regional models, refreshed at their native update cycles<\/li><li>Parameters: solar irradiance, wind speed and direction at multiple levels, temperature, humidity, pressure, cloud cover, precipitation, aerosols, ozone<\/li><li>Global resolution: 10\u201325 km; regional WRF: down to 1 km<\/li><\/ul><p><strong>Ground measurements<\/strong><\/p><ul><li>Irradiance sensors (GHI, DNI, DHI), pyranometers, power meters, SCADA data, used for real-time calibration and model adaptation<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div id=\"e-n-tab-content-19053305113\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-19053305113\" data-tab-index=\"3\" style=\"--n-tabs-title-order: 3;\" class=\" elementor-element elementor-element-6fcf6af5 e-con-full e-flex e-con e-child\" data-id=\"6fcf6af5\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-481332bc elementor-widget__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"481332bc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Once your site is onboarded, where historical production data is available (typically at least several months of SCADA or meter data), Steadymet and Steadysat are trained on the relationship between observed weather and observed power. <strong>The system learns the plant&#8217;s specific behaviour<\/strong> and corrects systematic biases (soiling losses, inverter clipping, wake effects, local aerosol climatology).<\/p><p><strong>For new installations<\/strong> without production history, Steadysun&#8217;s <a href=\"https:\/\/steady-sun.com\/historical-weather-and-power-forecast-data\/\" target=\"_blank\" rel=\"noopener\"><strong>Hindcast service<\/strong><\/a> can provide a solution. Hindcast runs the current Steadymet and Steadysat models on historical weather periods at your specific site, simulating what the forecasting system would have predicted in the past. This establishes a rigorous performance baseline (including MAE, RMSE, and full quantile distributions) before live operation begins. It&#8217;s particularly valuable for <a href=\"https:\/\/steady-sun.com\/project-development\/\" target=\"_blank\" rel=\"noopener\"><strong>financial model validation<\/strong><\/a>, PPA negotiations, and BESS sizing.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5e7cc1ee elementor-widget__width-initial elementor-widget elementor-widget-image\" data-id=\"5e7cc1ee\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"593\" src=\"https:\/\/steady-sun.com\/wp-content\/uploads\/2025\/03\/wrf-2005-simulation-768x593.png\" class=\"attachment-medium_large size-medium_large wp-image-2339\" alt=\"Six-panel weather satellite simulation - WRF 2005\" srcset=\"https:\/\/steady-sun.com\/wp-content\/uploads\/2025\/03\/wrf-2005-simulation-768x593.png 768w, https:\/\/steady-sun.com\/wp-content\/uploads\/2025\/03\/wrf-2005-simulation-300x232.png 300w, https:\/\/steady-sun.com\/wp-content\/uploads\/2025\/03\/wrf-2005-simulation-1024x791.png 1024w, https:\/\/steady-sun.com\/wp-content\/uploads\/2025\/03\/wrf-2005-simulation.png 1080w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Weather satellite simulation<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div id=\"e-n-tab-content-19053305114\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-19053305114\" data-tab-index=\"4\" style=\"--n-tabs-title-order: 4;\" class=\" elementor-element elementor-element-403aef3e e-flex e-con-boxed e-con e-child\" data-id=\"403aef3e\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5b926e78 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"5b926e78\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>During live operation, <strong>Steadymet and Steadysat continuously ingest real-time plant measurements<\/strong> to update their site-specific correction layers. If the forecast is running 5% high this morning, the system adjusts. Machine learning algorithms detect emerging biases, for example, a systematic underestimation of morning irradiance due to coastal fog, and correct them dynamically.<\/p><p>This continuous learning loop means forecast accuracy typically improves over the first weeks and months of operation as the models accumulate site-specific knowledge.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-22871aa9 elementor-widget elementor-widget-image\" data-id=\"22871aa9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/steady-sun.com\/wp-content\/uploads\/2023\/06\/image-1.webp\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-title=\"Probabilistic GHI Forecast Correction Example\" data-elementor-lightbox-description=\"Demo of Steadysun&#039;s real-time adjusted GHI forecasting comparing clear sky vs cloudy and static vs live-corrected probabilistic outputs.\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6MTIzMzYsInVybCI6Imh0dHBzOlwvXC9zdGVhZHktc3VuLmNvbVwvd3AtY29udGVudFwvdXBsb2Fkc1wvMjAyM1wvMDZcL2ltYWdlLTEud2VicCJ9\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"384\" src=\"https:\/\/steady-sun.com\/wp-content\/uploads\/2023\/06\/image-1-768x384.webp\" class=\"attachment-medium_large size-medium_large wp-image-12336\" alt=\"Four quadrants of probabilistic GHI forecasts (clear\/cloudy, with\/without correction)\" srcset=\"https:\/\/steady-sun.com\/wp-content\/uploads\/2023\/06\/image-1-768x384.webp 768w, https:\/\/steady-sun.com\/wp-content\/uploads\/2023\/06\/image-1-300x150.webp 300w, https:\/\/steady-sun.com\/wp-content\/uploads\/2023\/06\/image-1.webp 1000w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Improved forecast with live correction<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div id=\"e-n-tab-content-19053305115\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-19053305115\" data-tab-index=\"5\" style=\"--n-tabs-title-order: 5;\" class=\" elementor-element elementor-element-3f25eac8 e-flex e-con-boxed e-con e-child\" data-id=\"3f25eac8\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-24fd7387 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"24fd7387\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Raw meteorological forecasts are converted into AC or DC power output using the plant&#8217;s physical model, with high-resolution topographical corrections down to 90 m resolution.<\/p><p>Forecasts are then delivered via <strong>API, SFTP, CSV, NetCDF or Dashboard<\/strong>, along with their uncertainty metrics, at time steps down to 1 minute.<\/p><p>Quality is tracked continuously using three standard metrics:\u00a0<\/p><ul><li><strong>MAE (Mean Absolute Error)<\/strong>: average magnitude of the error, in the same units as power<\/li><li><strong>MBE (Mean Bias Error)<\/strong>: systematic over- or under-forecasting tendency<\/li><li><strong>RMSE (Root Mean Squared Error)<\/strong>: penalises large errors more heavily than MAE, relevant for grid operators who care about tail events<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-58b57c4b e-con-full e-flex e-con e-child\" data-id=\"58b57c4b\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-58c7839c elementor-widget elementor-widget-image\" data-id=\"58c7839c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/steady-sun.com\/wp-content\/uploads\/2025\/06\/PAC_dayahead.png\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-title=\"D+1 SteadyMet Solar Forecast Example - Power\" data-elementor-lightbox-description=\"This graph presents a typical day-ahead (D+1) solar power forecast generated by SteadyMet, focusing on Power AC. The red line illustrates the predicted power values over a 24-hour period, while the blue line represents the actual measured power. This visual comparison highlights the high accuracy of SteadyMet&#039;s forecasting capabilities for precise solar energy management.\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6MTMzNjAsInVybCI6Imh0dHBzOlwvXC9zdGVhZHktc3VuLmNvbVwvd3AtY29udGVudFwvdXBsb2Fkc1wvMjAyNVwvMDZcL1BBQ19kYXlhaGVhZC5wbmcifQ%3D%3D\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"310\" src=\"https:\/\/steady-sun.com\/wp-content\/uploads\/2025\/06\/PAC_dayahead-768x310.png\" class=\"attachment-medium_large size-medium_large wp-image-13360\" alt=\"Graph showing a 24-hour SteadyMet solar power forecast (red line) against actual measured production (blue line) for a single day, with confidence intervals, illustrating forecast accuracy.\" srcset=\"https:\/\/steady-sun.com\/wp-content\/uploads\/2025\/06\/PAC_dayahead-768x310.png 768w, https:\/\/steady-sun.com\/wp-content\/uploads\/2025\/06\/PAC_dayahead-300x121.png 300w, https:\/\/steady-sun.com\/wp-content\/uploads\/2025\/06\/PAC_dayahead-18x7.png 18w, https:\/\/steady-sun.com\/wp-content\/uploads\/2025\/06\/PAC_dayahead.png 908w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Power forecast from SteadyMet, showcasing the accuracy of our day-ahead (D+1) predictions against actual measurements.<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2ee4d395 elementor-widget elementor-widget-image\" data-id=\"2ee4d395\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/steady-sun.com\/wp-content\/uploads\/2025\/06\/Dayhead_pac_wind.png\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-title=\"Day-ahead AC power forecast with quantiles for an onshore wind farm\" data-elementor-lightbox-description=\"Forecast graph showing Steadysun&#039;s day-ahead alternating current (AC) power production prediction for an onshore wind farm, helping operators optimize scheduling and grid integration.\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6MTMzMjMsInVybCI6Imh0dHBzOlwvXC9zdGVhZHktc3VuLmNvbVwvd3AtY29udGVudFwvdXBsb2Fkc1wvMjAyNVwvMDZcL0RheWhlYWRfcGFjX3dpbmQucG5nIn0%3D\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"227\" src=\"https:\/\/steady-sun.com\/wp-content\/uploads\/2025\/06\/Dayhead_pac_wind-768x227.png\" class=\"attachment-medium_large size-medium_large wp-image-13323\" alt=\"Steadysun day-ahead AC power forecast for onshore wind farm\" srcset=\"https:\/\/steady-sun.com\/wp-content\/uploads\/2025\/06\/Dayhead_pac_wind-768x227.png 768w, https:\/\/steady-sun.com\/wp-content\/uploads\/2025\/06\/Dayhead_pac_wind-300x89.png 300w, https:\/\/steady-sun.com\/wp-content\/uploads\/2025\/06\/Dayhead_pac_wind-1024x303.png 1024w, https:\/\/steady-sun.com\/wp-content\/uploads\/2025\/06\/Dayhead_pac_wind-18x5.png 18w, https:\/\/steady-sun.com\/wp-content\/uploads\/2025\/06\/Dayhead_pac_wind.png 1134w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Steadysun day-ahead AC power forecast with quantiles: example for an onshore wind farm<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-46b376ef e-con-full e-flex e-con e-child\" data-id=\"46b376ef\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;gradient&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-22dfb2f2 e-con-full e-flex e-con e-child\" data-id=\"22dfb2f2\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3e92e09f elementor-widget elementor-widget-heading\" data-id=\"3e92e09f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Experience our energy forecasting API<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-79ea47d2 elementor-widget elementor-widget-text-editor\" data-id=\"79ea47d2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><strong>Put our forecasts to the test!<\/strong> Easily integrate our data into your tools and see the impact firsthand. Optimize<strong> two plants free<\/strong> with Expert+ features \u2013 no commitment !<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7fa42d34 e-con-full e-flex e-con e-child\" data-id=\"7fa42d34\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-78e4d7e6 elementor-align-right elementor-widget__width-inherit elementor-widget-tablet__width-auto cta-button cta-signup elementor-widget elementor-widget-button\" data-id=\"78e4d7e6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm elementor-animation-grow\" href=\"https:\/\/steadyweb.steady-sun.com\/account\/signup\/\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Let's get started!<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-482c6ac1 e-flex e-con-boxed e-con e-parent\" data-id=\"482c6ac1\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3191539b elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"3191539b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">Quantify uncertainty, reduce risk<\/span>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-53bc1e47 elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"53bc1e47\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><b>Probabilistic<\/b> forecasting<\/h2>\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3368a1d8 e-con-full e-flex e-con e-child\" data-id=\"3368a1d8\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1e19bf7f elementor-widget elementor-widget-text-editor\" data-id=\"1e19bf7f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Weather is inherently uncertain. Instead of relying on a single forecast, Steadysun captures that uncertainty with <strong>probabilistic forecasts<\/strong> that show the full range of possible outcomes.<\/p><p><strong>Each forecast point includes 11 quantiles<\/strong> (P00, P10, P20, P30, P40, P50, P60, P70, P80, P90, P100), giving you a clearer picture of what to expect and how uncertain the forecast is.<\/p><p>What these mean in practice:<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-13f1cee6 elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"13f1cee6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-chevron-circle-right\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 8c137 0 248 111 248 248S393 504 256 504 8 393 8 256 119 8 256 8zm113.9 231L234.4 103.5c-9.4-9.4-24.6-9.4-33.9 0l-17 17c-9.4 9.4-9.4 24.6 0 33.9L285.1 256 183.5 357.6c-9.4 9.4-9.4 24.6 0 33.9l17 17c9.4 9.4 24.6 9.4 33.9 0L369.9 273c9.4-9.4 9.4-24.6 0-34z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\"><strong>P50<\/strong> is the median forecast, as likely to be too high as too low. This is the single best-guess value if you can only use one number.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-chevron-circle-right\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 8c137 0 248 111 248 248S393 504 256 504 8 393 8 256 119 8 256 8zm113.9 231L234.4 103.5c-9.4-9.4-24.6-9.4-33.9 0l-17 17c-9.4 9.4-9.4 24.6 0 33.9L285.1 256 183.5 357.6c-9.4 9.4-9.4 24.6 0 33.9l17 17c9.4 9.4 24.6 9.4 33.9 0L369.9 273c9.4-9.4 9.4-24.6 0-34z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\"><strong>P10<\/strong> is the pessimistic bound, actual production will exceed this 90% of the time. A conservative floor for planning.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-chevron-circle-right\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 8c137 0 248 111 248 248S393 504 256 504 8 393 8 256 119 8 256 8zm113.9 231L234.4 103.5c-9.4-9.4-24.6-9.4-33.9 0l-17 17c-9.4 9.4-9.4 24.6 0 33.9L285.1 256 183.5 357.6c-9.4 9.4-9.4 24.6 0 33.9l17 17c9.4 9.4 24.6 9.4 33.9 0L369.9 273c9.4-9.4 9.4-24.6 0-34z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\"><strong>P90<\/strong> is the optimistic bound, actual production will fall below this 90% of the time. A conservative ceiling for planning.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-chevron-circle-right\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 8c137 0 248 111 248 248S393 504 256 504 8 393 8 256 119 8 256 8zm113.9 231L234.4 103.5c-9.4-9.4-24.6-9.4-33.9 0l-17 17c-9.4 9.4-9.4 24.6 0 33.9L285.1 256 183.5 357.6c-9.4 9.4-9.4 24.6 0 33.9l17 17c9.4 9.4 24.6 9.4 33.9 0L369.9 273c9.4-9.4 9.4-24.6 0-34z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\"><strong>P00 and P100<\/strong> represent the full envelope of plausible scenarios.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-675aafd6 elementor-widget elementor-widget-text-editor\" data-id=\"675aafd6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>In practice,<strong> the P10\u2013P90 interval gives a robust 80% confidence band<\/strong>. The P00 and P100 bounds represent the plausible worst and best cases, useful for stress-testing storage dispatch strategies or estimating maximum imbalance exposure.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-780d0969 elementor-widget__width-initial elementor-widget elementor-widget-image\" data-id=\"780d0969\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"730\" height=\"487\" src=\"https:\/\/steady-sun.com\/wp-content\/uploads\/2025\/06\/example-of-SteadyMet-temperature-forecast-with-and-without-quantiles.gif\" class=\"attachment-medium_large size-medium_large wp-image-13083\" alt=\"Animated Steadysun Steadymet temperature forecast with and without quantiles\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Example of Steadysun's Steadymet temperature forecast showing forecast uncertainty with quantiles<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-56aeb2db e-con-full e-flex e-con e-child\" data-id=\"56aeb2db\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3d0f31f2 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"3d0f31f2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Where the uncertainty comes from<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4c087cfa elementor-widget elementor-widget-text-editor\" data-id=\"4c087cfa\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>These quantiles are generated\u00a0 using a combination of three complementary sources.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7f1996d7 e-con-full e-flex e-con e-child\" data-id=\"7f1996d7\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-62ce10 e-con-full e-flex e-con e-child\" data-id=\"62ce10\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-491f7ba9 elementor-view-stacked elementor-shape-rounded elementor-widget elementor-widget-icon\" data-id=\"491f7ba9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-cloud-sun\" viewBox=\"0 0 640 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M575.2 325.7c.2-1.9.8-3.7.8-5.6 0-35.3-28.7-64-64-64-12.6 0-24.2 3.8-34.1 10-17.6-38.8-56.5-66-101.9-66-61.8 0-112 50.1-112 112 0 3 .7 5.8.9 8.7-49.6 3.7-88.9 44.7-88.9 95.3 0 53 43 96 96 96h272c53 0 96-43 96-96 0-42.1-27.2-77.4-64.8-90.4zm-430.4-22.6c-43.7-43.7-43.7-114.7 0-158.3 43.7-43.7 114.7-43.7 158.4 0 9.7 9.7 16.9 20.9 22.3 32.7 9.8-3.7 20.1-6 30.7-7.5L386 81.1c4-11.9-7.3-23.1-19.2-19.2L279 91.2 237.5 8.4C232-2.8 216-2.8 210.4 8.4L169 91.2 81.1 61.9C69.3 58 58 69.3 61.9 81.1l29.3 87.8-82.8 41.5c-11.2 5.6-11.2 21.5 0 27.1l82.8 41.4-29.3 87.8c-4 11.9 7.3 23.1 19.2 19.2l76.1-25.3c6.1-12.4 14-23.7 23.6-33.5-13.1-5.4-25.4-13.4-36-24zm-4.8-79.2c0 40.8 29.3 74.8 67.9 82.3 8-4.7 16.3-8.8 25.2-11.7 5.4-44.3 31-82.5 67.4-105C287.3 160.4 258 140 224 140c-46.3 0-84 37.6-84 83.9z\"><\/path><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-234cae20 elementor-widget elementor-widget-heading\" data-id=\"234cae20\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Physical ensembles<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-677f4c72 elementor-widget elementor-widget-text-editor\" data-id=\"677f4c72\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Propagating uncertainty from the spread across 20+ NWP models.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-62e8ecab e-con-full e-flex e-con e-child\" data-id=\"62e8ecab\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-62574538 elementor-view-stacked elementor-shape-rounded elementor-widget elementor-widget-icon\" data-id=\"62574538\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-tools\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M501.1 395.7L384 278.6c-23.1-23.1-57.6-27.6-85.4-13.9L192 158.1V96L64 0 0 64l96 128h62.1l106.6 106.6c-13.6 27.8-9.2 62.3 13.9 85.4l117.1 117.1c14.6 14.6 38.2 14.6 52.7 0l52.7-52.7c14.5-14.6 14.5-38.2 0-52.7zM331.7 225c28.3 0 54.9 11 74.9 31l19.4 19.4c15.8-6.9 30.8-16.5 43.8-29.5 37.1-37.1 49.7-89.3 37.9-136.7-2.2-9-13.5-12.1-20.1-5.5l-74.4 74.4-67.9-11.3L334 98.9l74.4-74.4c6.6-6.6 3.4-17.9-5.7-20.2-47.4-11.7-99.6.9-136.6 37.9-28.5 28.5-41.9 66.1-41.2 103.6l82.1 82.1c8.1-1.9 16.5-2.9 24.7-2.9zm-103.9 82l-56.7-56.7L18.7 402.8c-25 25-25 65.5 0 90.5s65.5 25 90.5 0l123.6-123.6c-7.6-19.9-9.9-41.6-5-62.7zM64 472c-13.2 0-24-10.8-24-24 0-13.3 10.7-24 24-24s24 10.7 24 24c0 13.2-10.7 24-24 24z\"><\/path><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-380b42ab elementor-widget elementor-widget-heading\" data-id=\"380b42ab\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Statistical post-processing<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-37f0949e elementor-widget elementor-widget-text-editor\" data-id=\"37f0949e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Learning the empirical distribution of forecast errors at each site and horizon.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-33189b1f e-con-full e-flex e-con e-child\" data-id=\"33189b1f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1572cac3 elementor-view-stacked elementor-shape-rounded elementor-widget elementor-widget-icon\" data-id=\"1572cac3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-satellite\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M502.60969,310.04206l-96.70393,96.71625a31.88151,31.88151,0,0,1-45.00765,0L280.572,326.34115l-9.89231,9.90759a190.56343,190.56343,0,0,1-5.40716,168.52287c-4.50077,8.50115-16.39342,9.59505-23.20707,2.79725L134.54715,400.05428l-17.7999,17.79929c.70324,2.60972,1.60965,5.00067,1.60965,7.79793a32.00544,32.00544,0,1,1-32.00544-32.00434c2.79735,0,5.18838.90637,7.7982,1.60959l17.7999-17.79929L4.43129,269.94287c-6.798-6.81342-5.70409-18.6119,2.79735-23.20627a190.58161,190.58161,0,0,1,168.52864-5.407l9.79854-9.79821-80.31053-80.41716a32.002,32.002,0,0,1,0-45.09987L201.96474,9.29814A31.62639,31.62639,0,0,1,224.46868,0a31.99951,31.99951,0,0,1,22.59759,9.29814l80.32615,80.30777,47.805-47.89713a33.6075,33.6075,0,0,1,47.50808,0l47.50807,47.50645a33.63308,33.63308,0,0,1,0,47.50644l-47.805,47.89713L502.71908,265.036A31.78938,31.78938,0,0,1,502.60969,310.04206ZM219.56159,197.433l73.82505-73.82252-68.918-68.9-73.80942,73.80689Zm237.74352,90.106-68.90233-68.9156-73.825,73.82252,68.918,68.9Z\"><\/path><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7792334f elementor-widget elementor-widget-heading\" data-id=\"7792334f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Satellite-based estimation<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3132c511 elementor-widget elementor-widget-text-editor\" data-id=\"3132c511\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Using cloud cover variability within the satellite footprint to modulate short-term uncertainty.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-732173a1 e-con-full e-flex e-con e-child\" data-id=\"732173a1\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-46dd7423 e-con-full e-flex e-con e-child\" data-id=\"46dd7423\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7eac2bd9 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"7eac2bd9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Beyond quantiles: scenarios<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5b570fb0 elementor-widget elementor-widget-text-editor\" data-id=\"5b570fb0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>While quantiles provide a range of possible outcomes for each hour, they don\u2019t show how these outcomes might evolve over time. Scenario generation creates full, realistic time-series simulations, complete and internally consistent trajectories that span the entire forecast horizon. This means you don\u2019t just see isolated worst- or best-case moments;<strong> you see how conditions could unfold hour by hour<\/strong>.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7c00206f elementor-widget elementor-widget-image\" data-id=\"7c00206f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"448\" src=\"https:\/\/steady-sun.com\/wp-content\/uploads\/2025\/04\/steadyweb-pac-forecast-overview-768x448.png\" class=\"attachment-medium_large size-medium_large wp-image-5443\" alt=\"Live solar power forecast including peak and quantile range\" srcset=\"https:\/\/steady-sun.com\/wp-content\/uploads\/2025\/04\/steadyweb-pac-forecast-overview-768x448.png 768w, https:\/\/steady-sun.com\/wp-content\/uploads\/2025\/04\/steadyweb-pac-forecast-overview-300x175.png 300w, https:\/\/steady-sun.com\/wp-content\/uploads\/2025\/04\/steadyweb-pac-forecast-overview-1024x597.png 1024w, https:\/\/steady-sun.com\/wp-content\/uploads\/2025\/04\/steadyweb-pac-forecast-overview-1536x896.png 1536w, https:\/\/steady-sun.com\/wp-content\/uploads\/2025\/04\/steadyweb-pac-forecast-overview-2048x1194.png 2048w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Live forecast with peak power and quantiles<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a2de99e e-con-full e-flex e-con e-child\" data-id=\"a2de99e\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-212a4e7 elementor-widget__width-initial elementor-hidden-tablet elementor-hidden-mobile elementor-widget elementor-widget-image\" data-id=\"212a4e7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"768\" src=\"https:\/\/steady-sun.com\/wp-content\/uploads\/2025\/04\/hindcast-case-study-768x768.webp\" class=\"attachment-medium_large size-medium_large wp-image-4706\" alt=\"Case study booklet on hindcasting for project development\" srcset=\"https:\/\/steady-sun.com\/wp-content\/uploads\/2025\/04\/hindcast-case-study-768x768.webp 768w, https:\/\/steady-sun.com\/wp-content\/uploads\/2025\/04\/hindcast-case-study-300x300.webp 300w, https:\/\/steady-sun.com\/wp-content\/uploads\/2025\/04\/hindcast-case-study-1024x1024.webp 1024w, https:\/\/steady-sun.com\/wp-content\/uploads\/2025\/04\/hindcast-case-study-150x150.webp 150w, https:\/\/steady-sun.com\/wp-content\/uploads\/2025\/04\/hindcast-case-study.webp 1100w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-73bcabfa e-con-full e-flex e-con e-child\" data-id=\"73bcabfa\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-667d68b5 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"667d68b5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">A real-world example<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-182af3d3 elementor-widget elementor-widget-text-editor\" data-id=\"182af3d3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>In 2024, a developer planning <span style=\"text-decoration: underline;\"><span style=\"color: #ffffff; text-decoration: underline;\"><a style=\"color: #ffffff; text-decoration: underline;\" href=\"https:\/\/steady-sun.com\/blog\/case-study\/reducing-costs-and-risks-in-solar-projects-the-role-of-hindcast-data-for-project-developers\/\"><strong>a hybrid PV+BESS plant in northern Mauritius<\/strong><\/a><\/span><\/span> used Steadysun&#8217;s probabilistic hindcast to size their battery and estimate imbalance penalties before commissioning.<\/p><p>The result was a <strong>15\u201331% improvement over persistence forecasts<\/strong> across different time horizons, and full compliance with the local Grid Code.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-38edc9da elementor-widget elementor-widget-text-editor\" data-id=\"38edc9da\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Ignoring uncertainty doesn&#8217;t make it go away. It just means someone else is bearing it (usually the grid).<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-29e2d730 e-flex e-con-boxed e-con e-parent\" data-id=\"29e2d730\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6c64f0e0 elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"6c64f0e0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">THE FULL PICTURE<\/span>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-420af173 elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"420af173\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><b>Forecast parameters<\/b> catalogue<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4687a0a3 elementor-widget__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"4687a0a3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">The table below lists all weather and production parameters available.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7f478b85 elementor-widget__width-inherit elementor-widget elementor-widget-n-accordion\" data-id=\"7f478b85\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;default_state&quot;:&quot;all_collapsed&quot;,&quot;max_items_expended&quot;:&quot;multiple&quot;,&quot;n_accordion_animation_duration&quot;:{&quot;unit&quot;:&quot;ms&quot;,&quot;size&quot;:400,&quot;sizes&quot;:[]}}\" data-widget_type=\"nested-accordion.default\">\n\t\t\t\t\t\t\t<div class=\"e-n-accordion\" aria-label=\"Accordion. Open links with Enter or Space, close with Escape, and navigate with Arrow Keys\">\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-2130\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"1\" tabindex=\"0\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-2130\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><h4 class=\"e-n-accordion-item-title-text\"> \u2600\ufe0f Solar and irradiance parameters <\/h4><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-up\" viewBox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M177 159.7l136 136c9.4 9.4 9.4 24.6 0 33.9l-22.6 22.6c-9.4 9.4-24.6 9.4-33.9 0L160 255.9l-96.4 96.4c-9.4 9.4-24.6 9.4-33.9 0L7 329.7c-9.4-9.4-9.4-24.6 0-33.9l136-136c9.4-9.5 24.6-9.5 34-.1z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-down\" viewBox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M143 352.3L7 216.3c-9.4-9.4-9.4-24.6 0-33.9l22.6-22.6c9.4-9.4 24.6-9.4 33.9 0l96.4 96.4 96.4-96.4c9.4-9.4 24.6-9.4 33.9 0l22.6 22.6c9.4 9.4 9.4 24.6 0 33.9l-136 136c-9.2 9.4-24.4 9.4-33.8 0z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-2130\" class=\"elementor-element elementor-element-3057d027 e-con-full e-flex e-con e-child\" data-id=\"3057d027\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-74785bcc elementor-widget elementor-widget-shortcode\" data-id=\"74785bcc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\">\n<table id=\"tablepress-21\" class=\"tablepress tablepress-id-21\">\n<thead>\n<tr class=\"row-1\">\n\t<th class=\"column-1\">Parameter<\/th><th class=\"column-2\">Short name<\/th><th class=\"column-3\">Description<\/th><th class=\"column-4\">Unit<\/th>\n<\/tr>\n<\/thead>\n<tbody class=\"row-striping row-hover\">\n<tr class=\"row-2\">\n\t<td class=\"column-1\">AC power<\/td><td class=\"column-2\">pac<\/td><td class=\"column-3\">Solar AC power at inverter output<\/td><td class=\"column-4\">W<\/td>\n<\/tr>\n<tr class=\"row-3\">\n\t<td class=\"column-1\">DC power<\/td><td class=\"column-2\">pdc<\/td><td class=\"column-3\">Solar DC power at array output<\/td><td class=\"column-4\">W<\/td>\n<\/tr>\n<tr class=\"row-4\">\n\t<td class=\"column-1\">Global Horizontal Irradiance<\/td><td class=\"column-2\">ghi<\/td><td class=\"column-3\">Total solar irradiance on a horizontal surface<\/td><td class=\"column-4\">W\u00b7m\u207b\u00b2<\/td>\n<\/tr>\n<tr class=\"row-5\">\n\t<td class=\"column-1\">Direct Normal Irradiance<\/td><td class=\"column-2\">dni<\/td><td class=\"column-3\">Direct beam irradiance on a surface normal to the sun<\/td><td class=\"column-4\">W\u00b7m\u207b\u00b2<\/td>\n<\/tr>\n<tr class=\"row-6\">\n\t<td class=\"column-1\">Diffuse Horizontal Irradiance<\/td><td class=\"column-2\">dhi<\/td><td class=\"column-3\">Diffuse irradiance on a horizontal surface<\/td><td class=\"column-4\">W\u00b7m\u207b\u00b2<\/td>\n<\/tr>\n<tr class=\"row-7\">\n\t<td class=\"column-1\">Global Tilted Irradiance<\/td><td class=\"column-2\">gti<\/td><td class=\"column-3\">Total irradiance on a tilted (panel) surface<\/td><td class=\"column-4\">W\u00b7m\u207b\u00b2<\/td>\n<\/tr>\n<tr class=\"row-8\">\n\t<td class=\"column-1\">Beam Normal Irradiance<\/td><td class=\"column-2\">bni<\/td><td class=\"column-3\">Beam irradiance component, normal incidence<\/td><td class=\"column-4\">W\u00b7m\u207b\u00b2<\/td>\n<\/tr>\n<tr class=\"row-9\">\n\t<td class=\"column-1\">Beam Horizontal Irradiance<\/td><td class=\"column-2\">bhi<\/td><td class=\"column-3\">Beam irradiance on a horizontal surface<\/td><td class=\"column-4\">W\u00b7m\u207b\u00b2<\/td>\n<\/tr>\n<tr class=\"row-10\">\n\t<td class=\"column-1\">Photosynthetically Active Radiation<\/td><td class=\"column-2\">par<\/td><td class=\"column-3\">Solar radiation in the 400\u2013700 nm band<\/td><td class=\"column-4\">W\u00b7m\u207b\u00b2<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<!-- #tablepress-21 from cache --><\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-2131\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"2\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-2131\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><h4 class=\"e-n-accordion-item-title-text\"> \ud83c\udf27\ufe0f Atmospheric and cloud parameters <\/h4><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-up\" viewBox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M177 159.7l136 136c9.4 9.4 9.4 24.6 0 33.9l-22.6 22.6c-9.4 9.4-24.6 9.4-33.9 0L160 255.9l-96.4 96.4c-9.4 9.4-24.6 9.4-33.9 0L7 329.7c-9.4-9.4-9.4-24.6 0-33.9l136-136c9.4-9.5 24.6-9.5 34-.1z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-down\" viewBox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M143 352.3L7 216.3c-9.4-9.4-9.4-24.6 0-33.9l22.6-22.6c9.4-9.4 24.6-9.4 33.9 0l96.4 96.4 96.4-96.4c9.4-9.4 24.6-9.4 33.9 0l22.6 22.6c9.4 9.4 9.4 24.6 0 33.9l-136 136c-9.2 9.4-24.4 9.4-33.8 0z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-2131\" class=\"elementor-element elementor-element-7b7622b5 e-con-full e-flex e-con e-child\" data-id=\"7b7622b5\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1084f02b elementor-widget elementor-widget-shortcode\" data-id=\"1084f02b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\">\n<table id=\"tablepress-22\" class=\"tablepress tablepress-id-22\">\n<thead>\n<tr class=\"row-1\">\n\t<th class=\"column-1\">Parameter<\/th><th class=\"column-2\">Short name<\/th><th class=\"column-3\">Description<\/th><th class=\"column-4\">Unit<\/th>\n<\/tr>\n<\/thead>\n<tbody class=\"row-striping row-hover\">\n<tr class=\"row-2\">\n\t<td class=\"column-1\">High cloud cover<\/td><td class=\"column-2\">hcc<\/td><td class=\"column-3\">Fraction of sky covered by high-level clouds<\/td><td class=\"column-4\">[0\u20131]<\/td>\n<\/tr>\n<tr class=\"row-3\">\n\t<td class=\"column-1\">Medium cloud cover<\/td><td class=\"column-2\">mcc<\/td><td class=\"column-3\">Fraction of sky covered by mid-level clouds<\/td><td class=\"column-4\">[0\u20131]<\/td>\n<\/tr>\n<tr class=\"row-4\">\n\t<td class=\"column-1\">Low cloud cover<\/td><td class=\"column-2\">lcc<\/td><td class=\"column-3\">Fraction of sky covered by low-level clouds<\/td><td class=\"column-4\">[0\u20131]<\/td>\n<\/tr>\n<tr class=\"row-5\">\n\t<td class=\"column-1\">Total cloud cover<\/td><td class=\"column-2\">tcc<\/td><td class=\"column-3\">Total fraction of sky covered by clouds<\/td><td class=\"column-4\">[0\u20131]<\/td>\n<\/tr>\n<tr class=\"row-6\">\n\t<td class=\"column-1\">Precipitation rate<\/td><td class=\"column-2\">mtpr<\/td><td class=\"column-3\">Liquid water precipitation rate<\/td><td class=\"column-4\">mm\u00b7h\u207b\u00b9<\/td>\n<\/tr>\n<tr class=\"row-7\">\n\t<td class=\"column-1\">Relative humidity<\/td><td class=\"column-2\">rh2m<\/td><td class=\"column-3\">Relative humidity at 2 m above ground<\/td><td class=\"column-4\">%<\/td>\n<\/tr>\n<tr class=\"row-8\">\n\t<td class=\"column-1\">Specific humidity<\/td><td class=\"column-2\">q<\/td><td class=\"column-3\">Mass of water vapour per unit mass of moist air<\/td><td class=\"column-4\">g\u00b7kg\u207b\u00b9<\/td>\n<\/tr>\n<tr class=\"row-9\">\n\t<td class=\"column-1\">Total column water vapour<\/td><td class=\"column-2\">tcwv<\/td><td class=\"column-3\">Integrated atmospheric water vapour column<\/td><td class=\"column-4\">kg\u00b7m\u207b\u00b2<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<!-- #tablepress-22 from cache --><\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-2132\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"3\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-2132\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><h4 class=\"e-n-accordion-item-title-text\"> \ud83c\udf21\ufe0f Temperature parameters <\/h4><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-up\" viewBox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M177 159.7l136 136c9.4 9.4 9.4 24.6 0 33.9l-22.6 22.6c-9.4 9.4-24.6 9.4-33.9 0L160 255.9l-96.4 96.4c-9.4 9.4-24.6 9.4-33.9 0L7 329.7c-9.4-9.4-9.4-24.6 0-33.9l136-136c9.4-9.5 24.6-9.5 34-.1z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-down\" viewBox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M143 352.3L7 216.3c-9.4-9.4-9.4-24.6 0-33.9l22.6-22.6c9.4-9.4 24.6-9.4 33.9 0l96.4 96.4 96.4-96.4c9.4-9.4 24.6-9.4 33.9 0l22.6 22.6c9.4 9.4 9.4 24.6 0 33.9l-136 136c-9.2 9.4-24.4 9.4-33.8 0z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-2132\" class=\"elementor-element elementor-element-e5ad9b6 e-con-full e-flex e-con e-child\" data-id=\"e5ad9b6\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cae248c elementor-widget elementor-widget-shortcode\" data-id=\"cae248c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\">\n<table id=\"tablepress-23\" class=\"tablepress tablepress-id-23\">\n<thead>\n<tr class=\"row-1\">\n\t<th class=\"column-1\">Parameter<\/th><th class=\"column-2\">Short name<\/th><th class=\"column-3\">Description<\/th><th class=\"column-4\">Unit<\/th>\n<\/tr>\n<\/thead>\n<tbody class=\"row-striping row-hover\">\n<tr class=\"row-2\">\n\t<td class=\"column-1\">Ambient temperature<\/td><td class=\"column-2\">t2m<\/td><td class=\"column-3\">Air temperature at 2 m above ground<\/td><td class=\"column-4\">\u00b0C<\/td>\n<\/tr>\n<tr class=\"row-3\">\n\t<td class=\"column-1\">Dewpoint temperature<\/td><td class=\"column-2\">td<\/td><td class=\"column-3\">Dewpoint temperature at 2 m<\/td><td class=\"column-4\">\u00b0C<\/td>\n<\/tr>\n<tr class=\"row-4\">\n\t<td class=\"column-1\">PV cell temperature<\/td><td class=\"column-2\">t_cell<\/td><td class=\"column-3\">Estimated PV module cell temperature<\/td><td class=\"column-4\">\u00b0C<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<!-- #tablepress-23 from cache --><\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-2133\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"4\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-2133\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><h4 class=\"e-n-accordion-item-title-text\"> \ud83c\udf2a\ufe0f Wind and pressure parameters <\/h4><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-up\" viewBox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M177 159.7l136 136c9.4 9.4 9.4 24.6 0 33.9l-22.6 22.6c-9.4 9.4-24.6 9.4-33.9 0L160 255.9l-96.4 96.4c-9.4 9.4-24.6 9.4-33.9 0L7 329.7c-9.4-9.4-9.4-24.6 0-33.9l136-136c9.4-9.5 24.6-9.5 34-.1z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-down\" viewBox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M143 352.3L7 216.3c-9.4-9.4-9.4-24.6 0-33.9l22.6-22.6c9.4-9.4 24.6-9.4 33.9 0l96.4 96.4 96.4-96.4c9.4-9.4 24.6-9.4 33.9 0l22.6 22.6c9.4 9.4 9.4 24.6 0 33.9l-136 136c-9.2 9.4-24.4 9.4-33.8 0z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-2133\" class=\"elementor-element elementor-element-2b55f260 e-con-full e-flex e-con e-child\" data-id=\"2b55f260\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4d5a1b3d elementor-widget elementor-widget-shortcode\" data-id=\"4d5a1b3d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\">\n<table id=\"tablepress-24\" class=\"tablepress tablepress-id-24\">\n<thead>\n<tr class=\"row-1\">\n\t<th class=\"column-1\">Parameter<\/th><th class=\"column-2\">Short name<\/th><th class=\"column-3\">Description<\/th><th class=\"column-4\">Unit<\/th>\n<\/tr>\n<\/thead>\n<tbody class=\"row-striping row-hover\">\n<tr class=\"row-2\">\n\t<td class=\"column-1\">Wind speed at 10 m<\/td><td class=\"column-2\">10m_wind_speed<\/td><td class=\"column-3\">Mean wind speed 10 m above ground<\/td><td class=\"column-4\">m\u00b7s\u207b\u00b9<\/td>\n<\/tr>\n<tr class=\"row-3\">\n\t<td class=\"column-1\">Wind direction at 10 m<\/td><td class=\"column-2\">10m_wind_direction<\/td><td class=\"column-3\">Wind direction at 10 m (0\u00b0 = North)<\/td><td class=\"column-4\">\u00b0<\/td>\n<\/tr>\n<tr class=\"row-4\">\n\t<td class=\"column-1\">Wind gust at 10 m<\/td><td class=\"column-2\">10m_gust<\/td><td class=\"column-3\">Maximum wind gust speed at 10 m<\/td><td class=\"column-4\">m\u00b7s\u207b\u00b9<\/td>\n<\/tr>\n<tr class=\"row-5\">\n\t<td class=\"column-1\">Wind speed at hub height<\/td><td class=\"column-2\">hhws<\/td><td class=\"column-3\">Wind speed at turbine hub height (25\u2013100 m)<\/td><td class=\"column-4\">m\u00b7s\u207b\u00b9<\/td>\n<\/tr>\n<tr class=\"row-6\">\n\t<td class=\"column-1\">Mean sea level pressure<\/td><td class=\"column-2\">mlsp<\/td><td class=\"column-3\">Atmospheric pressure reduced to sea level<\/td><td class=\"column-4\">hPa<\/td>\n<\/tr>\n<tr class=\"row-7\">\n\t<td class=\"column-1\">Surface pressure<\/td><td class=\"column-2\">msp<\/td><td class=\"column-3\">Atmospheric pressure at the surface<\/td><td class=\"column-4\">hPa<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<!-- #tablepress-24 from cache --><\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-61295e6a e-con-full e-flex e-con e-child\" data-id=\"61295e6a\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;gradient&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-372ecd73 e-con-full e-flex e-con e-child\" data-id=\"372ecd73\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1bcbb20a elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"1bcbb20a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-thumbs-up\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M104 224H24c-13.255 0-24 10.745-24 24v240c0 13.255 10.745 24 24 24h80c13.255 0 24-10.745 24-24V248c0-13.255-10.745-24-24-24zM64 472c-13.255 0-24-10.745-24-24s10.745-24 24-24 24 10.745 24 24-10.745 24-24 24zM384 81.452c0 42.416-25.97 66.208-33.277 94.548h101.723c33.397 0 59.397 27.746 59.553 58.098.084 17.938-7.546 37.249-19.439 49.197l-.11.11c9.836 23.337 8.237 56.037-9.308 79.469 8.681 25.895-.069 57.704-16.382 74.757 4.298 17.598 2.244 32.575-6.148 44.632C440.202 511.587 389.616 512 346.839 512l-2.845-.001c-48.287-.017-87.806-17.598-119.56-31.725-15.957-7.099-36.821-15.887-52.651-16.178-6.54-.12-11.783-5.457-11.783-11.998v-213.77c0-3.2 1.282-6.271 3.558-8.521 39.614-39.144 56.648-80.587 89.117-113.111 14.804-14.832 20.188-37.236 25.393-58.902C282.515 39.293 291.817 0 312 0c24 0 72 8 72 81.452z\"><\/path><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-74b7b746 elementor-widget elementor-widget-text-editor\" data-id=\"74b7b746\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>If your workflow requires additional variables, our team can add them to your forecast outputs to meet your specific operational needs.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6d868b2e e-con-full e-flex e-con e-child\" data-id=\"6d868b2e\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-479061be elementor-align-right elementor-widget__width-inherit elementor-widget-tablet__width-auto cta-button cta-contact elementor-widget elementor-widget-button\" data-id=\"479061be\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm elementor-animation-grow\" href=\"https:\/\/steady-sun.com\/es\/contact-us\/\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Talk to an expert<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2116deaa e-flex e-con-boxed e-con e-parent\" data-id=\"2116deaa\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8625baf elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"8625baf\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Delivery and Integration<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-49ab8af elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"49ab8af\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">Getting the forecast <b>into your systems<\/b> should be frictionless<\/span>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-66c58078 elementor-widget__width-initial elementor-widget elementor-widget-image\" data-id=\"66c58078\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"543\" src=\"https:\/\/steady-sun.com\/wp-content\/uploads\/2025\/11\/steadyweb-interface-steadysun-forecasting-platform-768x543.webp\" class=\"attachment-medium_large size-medium_large wp-image-15257\" alt=\"Laptop displaying the Steadyweb dashboard featuring a PV system overview, interactive map, and a wind speed graph with shaded probabilistic confidence intervals.\" srcset=\"https:\/\/steady-sun.com\/wp-content\/uploads\/2025\/11\/steadyweb-interface-steadysun-forecasting-platform-768x543.webp 768w, https:\/\/steady-sun.com\/wp-content\/uploads\/2025\/11\/steadyweb-interface-steadysun-forecasting-platform-300x212.webp 300w, https:\/\/steady-sun.com\/wp-content\/uploads\/2025\/11\/steadyweb-interface-steadysun-forecasting-platform-1024x724.webp 1024w, https:\/\/steady-sun.com\/wp-content\/uploads\/2025\/11\/steadyweb-interface-steadysun-forecasting-platform-1536x1085.webp 1536w, https:\/\/steady-sun.com\/wp-content\/uploads\/2025\/11\/steadyweb-interface-steadysun-forecasting-platform-18x12.webp 18w, https:\/\/steady-sun.com\/wp-content\/uploads\/2025\/11\/steadyweb-interface-steadysun-forecasting-platform.webp 1599w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-10211caa e-con-full e-flex e-con e-child\" data-id=\"10211caa\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-76e29c45 elementor-widget elementor-widget-text-editor\" data-id=\"76e29c45\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>We support:<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6dab21dc elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"6dab21dc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-chevron-circle-right\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 8c137 0 248 111 248 248S393 504 256 504 8 393 8 256 119 8 256 8zm113.9 231L234.4 103.5c-9.4-9.4-24.6-9.4-33.9 0l-17 17c-9.4 9.4-9.4 24.6 0 33.9L285.1 256 183.5 357.6c-9.4 9.4-9.4 24.6 0 33.9l17 17c9.4 9.4 24.6 9.4 33.9 0L369.9 273c9.4-9.4 9.4-24.6 0-34z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\"><strong>REST API (JSON)<\/strong>, the standard integration path, with token authentication and comprehensive documentation at <a href=\"https:\/\/steadyweb.steady-sun.com\/rapidoc\/\" target=\"_blank\">steadyweb.steady-sun.com\/rapidoc\/<\/a><\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-chevron-circle-right\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 8c137 0 248 111 248 248S393 504 256 504 8 393 8 256 119 8 256 8zm113.9 231L234.4 103.5c-9.4-9.4-24.6-9.4-33.9 0l-17 17c-9.4 9.4-9.4 24.6 0 33.9L285.1 256 183.5 357.6c-9.4 9.4-9.4 24.6 0 33.9l17 17c9.4 9.4 24.6 9.4 33.9 0L369.9 273c9.4-9.4 9.4-24.6 0-34z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\"><strong>CSV and XML exports<\/strong> for teams working with spreadsheet-based workflows or legacy systems.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-chevron-circle-right\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 8c137 0 248 111 248 248S393 504 256 504 8 393 8 256 119 8 256 8zm113.9 231L234.4 103.5c-9.4-9.4-24.6-9.4-33.9 0l-17 17c-9.4 9.4-9.4 24.6 0 33.9L285.1 256 183.5 357.6c-9.4 9.4-9.4 24.6 0 33.9l17 17c9.4 9.4 24.6 9.4 33.9 0L369.9 273c9.4-9.4 9.4-24.6 0-34z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\"><strong>SFTP push delivery<\/strong> with scheduled file transfers directly to your server.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-chevron-circle-right\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 8c137 0 248 111 248 248S393 504 256 504 8 393 8 256 119 8 256 8zm113.9 231L234.4 103.5c-9.4-9.4-24.6-9.4-33.9 0l-17 17c-9.4 9.4-9.4 24.6 0 33.9L285.1 256 183.5 357.6c-9.4 9.4-9.4 24.6 0 33.9l17 17c9.4 9.4 24.6 9.4 33.9 0L369.9 273c9.4-9.4 9.4-24.6 0-34z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\"><strong>SCADA connectors<\/strong> enabling seamless integration with major energy management and SCADA platforms.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-chevron-circle-right\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 8c137 0 248 111 248 248S393 504 256 504 8 393 8 256 119 8 256 8zm113.9 231L234.4 103.5c-9.4-9.4-24.6-9.4-33.9 0l-17 17c-9.4 9.4-9.4 24.6 0 33.9L285.1 256 183.5 357.6c-9.4 9.4-9.4 24.6 0 33.9l17 17c9.4 9.4 24.6 9.4 33.9 0L369.9 273c9.4-9.4 9.4-24.6 0-34z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\"><strong>Steadyweb portal<\/strong>, our web interface for visualization and manual review of forecasts and measured production history.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-50c0f161 e-flex e-con-boxed e-con e-parent\" data-id=\"50c0f161\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cf93673 elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"cf93673\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">BUILT FOR YOUR NEEDS<\/span>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5ec75c05 elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"5ec75c05\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Supported technologies and <b>use cases<\/b><\/h2>\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-242c9b5a e-con-full e-flex e-con e-child\" data-id=\"242c9b5a\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5f22112d elementor-widget elementor-widget-text-editor\" data-id=\"5f22112d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Our solution is technology-agnostic and covers:<\/p><ul><li><strong>Solar PV<\/strong> &#8211; fixed-tilt, single-axis tracking, dual-axis tracking, bifacial<\/li><li><strong>Concentrated Solar Power (CSP)<\/strong> &#8211; parabolic trough, tower<\/li><li><strong>Onshore wind<\/strong> &#8211; individual turbines and wind farms<\/li><li><strong>Offshore wind<\/strong> &#8211; with marine boundary layer corrections<\/li><li><strong>Hybrid systems<\/strong> &#8211; PV+BESS, wind+BESS, multi-technology portfolios<\/li><\/ul><p>Use cases span the full project lifecycle:<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-66f2d66d elementor-widget elementor-widget-shortcode\" data-id=\"66f2d66d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\">\n<table id=\"tablepress-25\" class=\"tablepress tablepress-id-25\">\n<thead>\n<tr class=\"row-1\">\n\t<th class=\"column-1\">Phase<\/th><th class=\"column-2\">Use case<\/th>\n<\/tr>\n<\/thead>\n<tbody class=\"row-striping row-hover\">\n<tr class=\"row-2\">\n\t<td class=\"column-1\"><a href=\"\/research-innovation\/\" target=\"_blank\">Research &amp; innovation<\/a><\/td><td class=\"column-2\">Forecasting method benchmarking, academic collaboration, access to historical datasets<\/td>\n<\/tr>\n<tr class=\"row-3\">\n\t<td class=\"column-1\"><a href=\"\/project-development\/\" target=\"_blank\">Development<\/a><\/td><td class=\"column-2\">Hindcast-based performance baseline, PPA validation, BESS sizing<\/td>\n<\/tr>\n<tr class=\"row-4\">\n\t<td class=\"column-1\">Construction<\/td><td class=\"column-2\">Pre-commissioning model setup, satellite calibration<\/td>\n<\/tr>\n<tr class=\"row-5\">\n\t<td class=\"column-1\"><a href=\"\/plant-operations\/\" target=\"_blank\">Operations<\/a><\/td><td class=\"column-2\">Real-time dispatch, grid code compliance, O&amp;M scheduling<\/td>\n<\/tr>\n<tr class=\"row-6\">\n\t<td class=\"column-1\"><a href=\"\/renewable-energy-trading-portfolio-management\/\" target=\"_blank\">Trading<\/a><\/td><td class=\"column-2\">Day-ahead bidding, intraday optimisation, imbalance cost reduction<\/td>\n<\/tr>\n<tr class=\"row-7\">\n\t<td class=\"column-1\"><a href=\"\/grid-management\/\" target=\"_blank\">Grid management<\/a><\/td><td class=\"column-2\">Reserve scheduling, curtailment management, frequency regulation<\/td>\n<\/tr>\n<tr class=\"row-8\">\n\t<td class=\"column-1\"><a href=\"\/smart-grids-and-smart-cities\/\" target=\"_blank\">Self-consumption<\/a><\/td><td class=\"column-2\">Load-matching optimisation, battery charge\/discharge scheduling, export minimisation<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<!-- #tablepress-25 from cache --><\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-421c5af5 elementor-widget__width-initial elementor-hidden-tablet elementor-hidden-mobile elementor-widget elementor-widget-image\" data-id=\"421c5af5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"1024\" src=\"https:\/\/steady-sun.com\/wp-content\/uploads\/2026\/09\/bernd-dittrich-gFud7-XmQvk-unsplash-768x1024.webp\" class=\"attachment-medium_large size-medium_large wp-image-16646\" alt=\"Solar panels and wind turbines field\" srcset=\"https:\/\/steady-sun.com\/wp-content\/uploads\/2026\/09\/bernd-dittrich-gFud7-XmQvk-unsplash-768x1024.webp 768w, https:\/\/steady-sun.com\/wp-content\/uploads\/2026\/09\/bernd-dittrich-gFud7-XmQvk-unsplash-225x300.webp 225w, https:\/\/steady-sun.com\/wp-content\/uploads\/2026\/09\/bernd-dittrich-gFud7-XmQvk-unsplash-1152x1536.webp 1152w, https:\/\/steady-sun.com\/wp-content\/uploads\/2026\/09\/bernd-dittrich-gFud7-XmQvk-unsplash-1536x2048.webp 1536w, https:\/\/steady-sun.com\/wp-content\/uploads\/2026\/09\/bernd-dittrich-gFud7-XmQvk-unsplash-9x12.webp 9w, https:\/\/steady-sun.com\/wp-content\/uploads\/2026\/09\/bernd-dittrich-gFud7-XmQvk-unsplash.webp 1920w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b89cdfd e-flex e-con-boxed e-con e-parent\" data-id=\"b89cdfd\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2cd1d0e8 elementor-widget elementor-widget-heading\" data-id=\"2cd1d0e8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Your questions answered<\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-74af76fc elementor-widget elementor-widget-heading\" data-id=\"74af76fc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Common <b>questions<\/b><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-16af489a elementor-widget__width-initial elementor-widget elementor-widget-n-accordion\" data-id=\"16af489a\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;default_state&quot;:&quot;all_collapsed&quot;,&quot;max_items_expended&quot;:&quot;one&quot;,&quot;n_accordion_animation_duration&quot;:{&quot;unit&quot;:&quot;ms&quot;,&quot;size&quot;:400,&quot;sizes&quot;:[]}}\" data-widget_type=\"nested-accordion.default\">\n\t\t\t\t\t\t\t<div class=\"e-n-accordion\" aria-label=\"Accordion. Open links with Enter or Space, close with Escape, and navigate with Arrow Keys\">\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-3800\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"1\" tabindex=\"0\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-3800\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><h4 class=\"e-n-accordion-item-title-text\"> How does wind energy forecasting differ from solar power forecasting? <\/h4><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-up\" viewBox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M177 159.7l136 136c9.4 9.4 9.4 24.6 0 33.9l-22.6 22.6c-9.4 9.4-24.6 9.4-33.9 0L160 255.9l-96.4 96.4c-9.4 9.4-24.6 9.4-33.9 0L7 329.7c-9.4-9.4-9.4-24.6 0-33.9l136-136c9.4-9.5 24.6-9.5 34-.1z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-down\" viewBox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M143 352.3L7 216.3c-9.4-9.4-9.4-24.6 0-33.9l22.6-22.6c9.4-9.4 24.6-9.4 33.9 0l96.4 96.4 96.4-96.4c9.4-9.4 24.6-9.4 33.9 0l22.6 22.6c9.4 9.4 9.4 24.6 0 33.9l-136 136c-9.2 9.4-24.4 9.4-33.8 0z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-3800\" class=\"elementor-element elementor-element-3023a6f9 e-con-full e-flex e-con e-child\" data-id=\"3023a6f9\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4e29d53f elementor-widget elementor-widget-text-editor\" data-id=\"4e29d53f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>The core methodology is the same: NWP models + AI multi-model engine + probabilistic output. The physics are different.<\/p><p><a href=\"https:\/\/steady-sun.com\/solar-energy-forecasts\/\"><strong>Solar power forecasting<\/strong><\/a> is driven by irradiance and cloud cover; <a href=\"https:\/\/steady-sun.com\/wind-energy-forecasts\/\"><strong>wind energy forecasting<\/strong><\/a> is driven by wind speed and direction at hub height, atmospheric stability, and turbulence. Wind is also more sensitive to local terrain effects; a ridge or valley can accelerate or deflect wind in ways that a global NWP model at 10\u201325 km resolution can&#8217;t fully resolve, which is why site-specific calibration is especially important for wind. Solar has an additional intraday tool (Steadysat, using geostationary satellites) that has no direct equivalent for wind.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-3801\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"2\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-3801\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><h4 class=\"e-n-accordion-item-title-text\"> What is the difference between Steadysat and Steadymet? <\/h4><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-up\" viewBox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M177 159.7l136 136c9.4 9.4 9.4 24.6 0 33.9l-22.6 22.6c-9.4 9.4-24.6 9.4-33.9 0L160 255.9l-96.4 96.4c-9.4 9.4-24.6 9.4-33.9 0L7 329.7c-9.4-9.4-9.4-24.6 0-33.9l136-136c9.4-9.5 24.6-9.5 34-.1z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-down\" viewBox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M143 352.3L7 216.3c-9.4-9.4-9.4-24.6 0-33.9l22.6-22.6c9.4-9.4 24.6-9.4 33.9 0l96.4 96.4 96.4-96.4c9.4-9.4 24.6-9.4 33.9 0l22.6 22.6c9.4 9.4 9.4 24.6 0 33.9l-136 136c-9.2 9.4-24.4 9.4-33.8 0z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-3801\" class=\"elementor-element elementor-element-64f8cc28 e-con-full e-flex e-con e-child\" data-id=\"64f8cc28\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-52b7d3af elementor-widget elementor-widget-text-editor\" data-id=\"52b7d3af\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><a href=\"https:\/\/steady-sun.com\/steadysat-intraday-forecasts\/\" target=\"_blank\" rel=\"noopener\"><strong>Steadysat<\/strong><\/a> is Steadysun&#8217;s satellite-based nowcasting and intraday forecasting product. It processes live imagery from 5 geostationary satellites to track cloud motion and forecast solar irradiance up to 6 hours ahead, updated every 5\u201315 minutes.<\/p><p><a href=\"https:\/\/steady-sun.com\/steadymet-day-ahead-forecasts\/\" target=\"_blank\" rel=\"noopener\"><strong>Steadymet<\/strong><\/a> is the multi-model NWP-based product for day-ahead and medium-range forecasting (up to 15 days), aggregating 20+ weather models and applying AI-based bias correction.<\/p><p><strong>The two products are complementary<\/strong> and together cover the full 0\u201315 day horizon.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-3802\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"3\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-3802\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><h4 class=\"e-n-accordion-item-title-text\"> How accurate are renewable energy forecasts? <\/h4><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-up\" viewBox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M177 159.7l136 136c9.4 9.4 9.4 24.6 0 33.9l-22.6 22.6c-9.4 9.4-24.6 9.4-33.9 0L160 255.9l-96.4 96.4c-9.4 9.4-24.6 9.4-33.9 0L7 329.7c-9.4-9.4-9.4-24.6 0-33.9l136-136c9.4-9.5 24.6-9.5 34-.1z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-down\" viewBox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M143 352.3L7 216.3c-9.4-9.4-9.4-24.6 0-33.9l22.6-22.6c9.4-9.4 24.6-9.4 33.9 0l96.4 96.4 96.4-96.4c9.4-9.4 24.6-9.4 33.9 0l22.6 22.6c9.4 9.4 9.4 24.6 0 33.9l-136 136c-9.2 9.4-24.4 9.4-33.8 0z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-3802\" class=\"elementor-element elementor-element-1989b737 e-con-full e-flex e-con e-child\" data-id=\"1989b737\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6b32b250 elementor-widget elementor-widget-text-editor\" data-id=\"6b32b250\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Forecast accuracy is measured using MAE, MBE, and RMSE, and <strong>depends on three factors<\/strong>:<\/p><ul><li>climate (cloud variability, aerosol load),<\/li><li>installation type,<\/li><li>and forecast horizon.<\/li><\/ul><p>Short-horizon forecasts (intraday, up to 3 h) are generally more accurate than day-ahead or medium-range forecasts.<\/p><p>What we can say: in one deployment, <strong>better solar forecasting cut grid code penalties by 50% and curtailment losses by 75%<\/strong> \u2014 <em>results specific to that site and not a guarantee for every project<\/em>.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3a15a747 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"3a15a747\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;none&quot;,&quot;_animation_delay&quot;:500}\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm elementor-animation-grow\" href=\"https:\/\/steadyweb.steady-sun.com\/account\/signup\/\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Contact us for a site-specific assessment<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-3803\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"4\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-3803\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><h4 class=\"e-n-accordion-item-title-text\"> Does Steadysun cover offshore wind and island grids? <\/h4><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-up\" viewBox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M177 159.7l136 136c9.4 9.4 9.4 24.6 0 33.9l-22.6 22.6c-9.4 9.4-24.6 9.4-33.9 0L160 255.9l-96.4 96.4c-9.4 9.4-24.6 9.4-33.9 0L7 329.7c-9.4-9.4-9.4-24.6 0-33.9l136-136c9.4-9.5 24.6-9.5 34-.1z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-down\" viewBox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M143 352.3L7 216.3c-9.4-9.4-9.4-24.6 0-33.9l22.6-22.6c9.4-9.4 24.6-9.4 33.9 0l96.4 96.4 96.4-96.4c9.4-9.4 24.6-9.4 33.9 0l22.6 22.6c9.4 9.4 9.4 24.6 0 33.9l-136 136c-9.2 9.4-24.4 9.4-33.8 0z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-3803\" class=\"elementor-element elementor-element-2d20e7aa e-flex e-con-boxed e-con e-child\" data-id=\"2d20e7aa\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-dbe8011 elementor-widget elementor-widget-text-editor\" data-id=\"dbe8011\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><strong>Yes<\/strong>. Steadysat&#8217;s global satellite coverage and Steadymet&#8217;s multi-model approach both operate worldwide. Steadysun has specific experience with<strong> island and insular grids<\/strong>, including <a href=\"https:\/\/steady-sun.com\/blog\/steadysun-news\/steadysun-solar-forecasts-contribute-50-renewables-tahiti\/\" target=\"_blank\" rel=\"noopener\"><strong>Tahiti<\/strong><\/a>, <a href=\"https:\/\/steady-sun.com\/blog\/case-study\/reducing-costs-and-risks-in-solar-projects-the-role-of-hindcast-data-for-project-developers\/\" target=\"_blank\" rel=\"noopener\"><strong>Mauritius<\/strong><\/a>, and New Caledonia, where forecasting challenges are amplified by limited grid inertia and high renewable penetration.<\/p><p>The regional WRF model at 1 km resolution is particularly effective in these environments.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-3804\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"5\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-3804\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><h4 class=\"e-n-accordion-item-title-text\"> How is forecast uncertainty communicated? <\/h4><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-up\" viewBox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M177 159.7l136 136c9.4 9.4 9.4 24.6 0 33.9l-22.6 22.6c-9.4 9.4-24.6 9.4-33.9 0L160 255.9l-96.4 96.4c-9.4 9.4-24.6 9.4-33.9 0L7 329.7c-9.4-9.4-9.4-24.6 0-33.9l136-136c9.4-9.5 24.6-9.5 34-.1z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-down\" viewBox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M143 352.3L7 216.3c-9.4-9.4-9.4-24.6 0-33.9l22.6-22.6c9.4-9.4 24.6-9.4 33.9 0l96.4 96.4 96.4-96.4c9.4-9.4 24.6-9.4 33.9 0l22.6 22.6c9.4 9.4 9.4 24.6 0 33.9l-136 136c-9.2 9.4-24.4 9.4-33.8 0z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-3804\" class=\"elementor-element elementor-element-34f341f8 e-flex e-con-boxed e-con e-child\" data-id=\"34f341f8\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-672eaf4c elementor-widget elementor-widget-text-editor\" data-id=\"672eaf4c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Every Steadysun forecast includes <strong>11 probabilistic quantiles<\/strong> (P00 to P100), generated from the spread across NWP ensemble members and from site-specific error distributions.<\/p><p>These quantiles allow users to set risk-adjusted bidding strategies, size storage systems under different confidence levels, and comply with grid codes that require uncertainty-aware production schedules.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<script type=\"application\/ld+json\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@type\":\"FAQPage\",\"mainEntity\":[{\"@type\":\"Question\",\"name\":\"How does wind energy forecasting differ from solar power forecasting?\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"The core methodology is the same: NWP models + AI multi-model engine + probabilistic output. The physics are different.Solar power forecasting is driven by irradiance and cloud cover; wind energy forecasting is driven by wind speed and direction at hub height, atmospheric stability, and turbulence. Wind is also more sensitive to local terrain effects; a ridge or valley can accelerate or deflect wind in ways that a global NWP model at 10\\u201325 km resolution can&#8217;t fully resolve, which is why site-specific calibration is especially important for wind. Solar has an additional intraday tool (Steadysat, using geostationary satellites) that has no direct equivalent for wind.\"}},{\"@type\":\"Question\",\"name\":\"What is the difference between Steadysat and Steadymet?\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"Steadysat is Steadysun&#8217;s satellite-based nowcasting and intraday forecasting product. It processes live imagery from 5 geostationary satellites to track cloud motion and forecast solar irradiance up to 6 hours ahead, updated every 5\\u201315 minutes.Steadymet is the multi-model NWP-based product for day-ahead and medium-range forecasting (up to 15 days), aggregating 20+ weather models and applying AI-based bias correction.The two products are complementary and together cover the full 0\\u201315 day horizon.\"}},{\"@type\":\"Question\",\"name\":\"How accurate are renewable energy forecasts?\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"Forecast accuracy is measured using MAE, MBE, and RMSE, and depends on three factors:climate (cloud variability, aerosol load),installation type,and forecast horizon.Short-horizon forecasts (intraday, up to 3 h) are generally more accurate than day-ahead or medium-range forecasts.What we can say: in one deployment, better solar forecasting cut grid code penalties by 50% and curtailment losses by 75% \\u2014 results specific to that site and not a guarantee for every project.\\t\\t\\t\\t\\t\\t\\t\\t\\n\\t\\t\\t\\t\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\n\\t\\t\\t\\t\\t\\t\\n\\t\\t\\t\\t\\t\\t\\t\\t\\tContact us for a site-specific assessment\"}},{\"@type\":\"Question\",\"name\":\"Does Steadysun cover offshore wind and island grids?\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"Yes. Steadysat&#8217;s global satellite coverage and Steadymet&#8217;s multi-model approach both operate worldwide. Steadysun has specific experience with island and insular grids, including Tahiti, Mauritius, and New Caledonia, where forecasting challenges are amplified by limited grid inertia and high renewable penetration.The regional WRF model at 1 km resolution is particularly effective in these environments.\"}},{\"@type\":\"Question\",\"name\":\"How is forecast uncertainty communicated?\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"Every Steadysun forecast includes 11 probabilistic quantiles (P00 to P100), generated from the spread across NWP ensemble members and from site-specific error distributions.These quantiles allow users to set risk-adjusted bidding strategies, size storage systems under different confidence levels, and comply with grid codes that require uncertainty-aware production schedules.\"}}]}<\/script>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3ed5c303 elementor-widget-mobile__width-initial elementor-widget elementor-widget-heading\" data-id=\"3ed5c303\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Do you still have questions?<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-18ca2c89 elementor-widget-mobile__width-initial elementor-widget elementor-widget-heading\" data-id=\"18ca2c89\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><a style=\"color:#D44C26\" href=\"\/contact-us\" target=\"_blank\">Contact us<\/a>, we will be happy to answer you!<\/p>\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>A technical presentation of Steadysun\u2019s hybrid forecasting engine. This page details how our models integrate data from 20+ numerical weather prediction (NWP) models, live geostationary satellite imagery, and real-time plant measurements to generate deterministic and probabilistic solar and wind power simulations across all time horizons.<\/p>","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"elementor_header_footer","meta":{"footnotes":""},"class_list":["post-16760","page","type-page","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Renewable energy forecasting methodology<\/title>\n<meta name=\"description\" content=\"Technical overview of Steadysun\u2019s methodology. 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