{"id":5148,"date":"2022-12-15T12:00:19","date_gmt":"2022-12-15T06:30:19","guid":{"rendered":"https:\/\/smarthelio.com\/?p=5148"},"modified":"2023-12-18T21:44:50","modified_gmt":"2023-12-18T16:14:50","slug":"can-advanced-forecasting-predict-solar-irradiance-wind-speed-with-98-accuracy","status":"publish","type":"post","link":"https:\/\/smarthelio.com\/can-advanced-forecasting-predict-solar-irradiance-wind-speed-with-98-accuracy\/","title":{"rendered":"Can advanced forecasting predict solar irradiance &#038; wind speed with 98% accuracy?"},"content":{"rendered":"<div class=\"wpb-content-wrapper\"><p>[vc_row row_height_percent=&#8221;0&#8243; override_padding=&#8221;yes&#8221; h_padding=&#8221;3&#8243; top_padding=&#8221;2&#8243; bottom_padding=&#8221;7&#8243; back_color=&#8221;color-165195&#8243; overlay_alpha=&#8221;50&#8243; gutter_size=&#8221;4&#8243; column_width_percent=&#8221;100&#8243; shift_y=&#8221;0&#8243; z_index=&#8221;0&#8243; top_divider=&#8221;curve-opacity&#8221; enable_bottom_divider=&#8221;default&#8221; shape_bottom_invert=&#8221;yes&#8221; shape_bottom_h_use_pixel=&#8221;&#8221; shape_bottom_height=&#8221;150&#8243; shape_bottom_opacity=&#8221;100&#8243; shape_bottom_index=&#8221;0&#8243; uncode_shortcode_id=&#8221;186277&#8243; back_color_type=&#8221;uncode-palette&#8221;][vc_column column_width_percent=&#8221;100&#8243; gutter_size=&#8221;3&#8243; overlay_alpha=&#8221;50&#8243; shift_x=&#8221;0&#8243; shift_y=&#8221;0&#8243; shift_y_down=&#8221;0&#8243; z_index=&#8221;0&#8243; medium_width=&#8221;4&#8243; mobile_width=&#8221;0&#8243; width=&#8221;1\/1&#8243; el_class=&#8221;image-card image-card-triple&#8221; uncode_shortcode_id=&#8221;105369&#8243;][vc_row_inner row_inner_height_percent=&#8221;0&#8243; overlay_alpha=&#8221;50&#8243; gutter_size=&#8221;4&#8243; shift_y=&#8221;0&#8243; z_index=&#8221;0&#8243; limit_content=&#8221;&#8221; uncode_shortcode_id=&#8221;164132&#8243;][vc_column_inner column_width_percent=&#8221;100&#8243; gutter_size=&#8221;3&#8243; overlay_alpha=&#8221;50&#8243; shift_x=&#8221;0&#8243; shift_y=&#8221;0&#8243; shift_y_down=&#8221;0&#8243; z_index=&#8221;0&#8243; medium_width=&#8221;0&#8243; mobile_width=&#8221;0&#8243; width=&#8221;1\/2&#8243; uncode_shortcode_id=&#8221;196552&#8243;][uncode_info_box items=&#8221;Categories&#8221;][vc_custom_heading heading_semantic=&#8221;h3&#8243; text_size=&#8221;fontsize-156256&#8243; sub_lead=&#8221;yes&#8221; uncode_shortcode_id=&#8221;132713&#8243;]<strong>Can advanced forecasting predict solar irradiance &amp; wind speed with 98% accuracy?<\/strong>[\/vc_custom_heading][vc_column_text uncode_shortcode_id=&#8221;850455&#8243;]<\/p>\n<p style=\"text-align: justify;\">Solar PV plants face some pertinent challenges today. Unpredictable and fluctuating future solar irradiance and wind speed are one of them. The present solar and wind forecasting services are unable to provide accurate predictions. Thus, in the absence of standard forecasting projections, renewable energy developers are not able to plan the future production,\u00a0<a href=\"https:\/\/smarthelio.com\/dynamic-cleaning-schedule-real-time-prediction-of-when-and-where-to-clean\/\">operations and maintenance of clean energy assets<\/a>\u00a0in a better way. Furthermore, it adversely impacts the investability and credibility of the existing and upcoming renewable energy projects, reducing their overall share in the\u00a0<a href=\"https:\/\/smarthelio.com\/the-state-of-rooftop-solar-pv-systems-in-india\/\">clean energy market.<\/a>\u00a0As a result, \u00a0renewable energy utilities have to bear the burden of hefty penalties for not being able to meet their energy commitments.<\/p>\n<p>[\/vc_column_text][vc_custom_heading sub_lead=&#8221;yes&#8221; uncode_shortcode_id=&#8221;201587&#8243;]<\/p>\n<h1><strong>In a nutshell<\/strong><\/h1>\n<p>[\/vc_custom_heading][uncode_list uncode_shortcode_id=&#8221;149283&#8243;]<\/p>\n<ul>\n<li>\ud83c\udf0e We consider factors like the inter- and intra-day variability of the renewable energy resources, human or anthropogenic and local environmental factors, global climatic events, and <a href=\"https:\/\/smarthelio.com\/cop26-highlight-clean-tech-innovations-lead-the-way\/\">climate change.<\/a><\/li>\n<li>\ud83d\udce1\u00a0We blend climate science, satellite imagery\/data, global meteorological databases, AI, ML, and Deep-Learning to take the predictions to the next level of forecasting accuracy band.<\/li>\n<li>\ud83d\udcbb\u00a0We <a href=\"https:\/\/smarthelio.com\/predict-solar-irradiance-with-ghi-forecasting\/\">developed an AI-based framework<\/a> to automatically select the best models, factors, and their combinations to optimize the overall accuracy of the predictions. The results were more than 98% accurate.<\/li>\n<\/ul>\n<p>[\/uncode_list][vc_custom_heading sub_lead=&#8221;yes&#8221; uncode_shortcode_id=&#8221;996848&#8243;]<\/p>\n<h1><strong>Who is this for?<\/strong><\/h1>\n<p>[\/vc_custom_heading][uncode_list uncode_shortcode_id=&#8221;982605&#8243;]<\/p>\n<ul>\n<li>\ud83d\udd27 <strong>Asset Managers and O&amp;M Professionals<\/strong><\/li>\n<li>\ud83d\udcb0 <strong>Solar<\/strong> <strong>Investors and Stakeholders<\/strong><\/li>\n<li>\ud83d\udcab <strong>Industry Leaders and CXOs<\/strong><\/li>\n<\/ul>\n<p>[\/uncode_list][\/vc_column_inner][vc_column_inner column_width_percent=&#8221;100&#8243; position_vertical=&#8221;bottom&#8221; gutter_size=&#8221;2&#8243; overlay_alpha=&#8221;50&#8243; shift_x=&#8221;0&#8243; shift_y=&#8221;0&#8243; shift_y_down=&#8221;0&#8243; z_index=&#8221;0&#8243; medium_width=&#8221;0&#8243; mobile_width=&#8221;0&#8243; width=&#8221;1\/2&#8243; uncode_shortcode_id=&#8221;119663&#8243;][vc_custom_heading sub_lead=&#8221;yes&#8221; sub_reduced=&#8221;yes&#8221; text_align=&#8221;text-center&#8221; uncode_shortcode_id=&#8221;144674&#8243;]Get access[\/vc_custom_heading][vc_raw_js]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[\/vc_raw_js][\/vc_column_inner][\/vc_row_inner][\/vc_column][\/vc_row]<\/p>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>[vc_row row_height_percent=&#8221;0&#8243; override_padding=&#8221;yes&#8221; h_padding=&#8221;3&#8243; top_padding=&#8221;2&#8243; bottom_padding=&#8221;7&#8243; back_color=&#8221;color-165195&#8243; overlay_alpha=&#8221;50&#8243; gutter_size=&#8221;4&#8243; column_width_percent=&#8221;100&#8243; shift_y=&#8221;0&#8243; z_index=&#8221;0&#8243; top_divider=&#8221;curve-opacity&#8221; enable_bottom_divider=&#8221;default&#8221; shape_bottom_invert=&#8221;yes&#8221; shape_bottom_h_use_pixel=&#8221;&#8221; shape_bottom_height=&#8221;150&#8243; shape_bottom_opacity=&#8221;100&#8243; shape_bottom_index=&#8221;0&#8243; uncode_shortcode_id=&#8221;186277&#8243; [&hellip;]<\/p>\n","protected":false},"author":7,"featured_media":5152,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_seopress_robots_primary_cat":"none","_seopress_titles_title":"Can advanced forecasting predict solar irradiance and wind?","_seopress_titles_desc":"We blend climate science, satellite imagery\/data, global meteorological databases, and machine and deep learning to develop an AI-based framework to automatically select the best models, factors, and their combinations to optimize the overall accuracy of weather forecasting.","_seopress_robots_index":"","footnotes":"","_links_to":"","_links_to_target":""},"categories":[6],"tags":[],"_links":{"self":[{"href":"https:\/\/smarthelio.com\/wp-json\/wp\/v2\/posts\/5148"}],"collection":[{"href":"https:\/\/smarthelio.com\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/smarthelio.com\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/smarthelio.com\/wp-json\/wp\/v2\/users\/7"}],"replies":[{"embeddable":true,"href":"https:\/\/smarthelio.com\/wp-json\/wp\/v2\/comments?post=5148"}],"version-history":[{"count":1,"href":"https:\/\/smarthelio.com\/wp-json\/wp\/v2\/posts\/5148\/revisions"}],"predecessor-version":[{"id":5487,"href":"https:\/\/smarthelio.com\/wp-json\/wp\/v2\/posts\/5148\/revisions\/5487"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/smarthelio.com\/wp-json\/wp\/v2\/media\/5152"}],"wp:attachment":[{"href":"https:\/\/smarthelio.com\/wp-json\/wp\/v2\/media?parent=5148"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/smarthelio.com\/wp-json\/wp\/v2\/categories?post=5148"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/smarthelio.com\/wp-json\/wp\/v2\/tags?post=5148"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}