How AI can improve the performance of solar technologies

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Reports</span></a></div> <div class="menu-item menu-item-type-post_type_archive menu-item-object-sponsored-papers jet-nav__item-29604 jet-nav__item jet-nav-item-sub"><a href="https://www.pv-tech.org/sponsored-papers/" class="menu-item-link menu-item-link-depth-1 menu-item-link-sub"><span class="jet-nav-link-text">Sponsored Papers</span></a></div> </div> </div> <div class="menu-item menu-item-type-custom menu-item-object-custom jet-nav__item-159 jet-nav__item"><a href="https://marketresearch.solarmedia.co.uk/reports/" class="menu-item-link menu-item-link-depth-0 menu-item-link-top"><span class="jet-nav-link-text">Market Research</span></a></div> <div class="menu-item menu-item-type-post_type menu-item-object-page menu-item-has-children jet-nav__item-5963 jet-nav__item"><a href="https://www.pv-tech.org/events-and-webinars/" class="menu-item-link menu-item-link-depth-0 menu-item-link-top"><span class="jet-nav-link-text">Events & Webinars</span><div class="jet-nav-arrow"><i 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menu-item-link-depth-1 menu-item-link-sub"><span class="jet-nav-link-text">On-Demand Webinars</span></a></div> </div> </div> <div class="jet-nav__mobile-close-btn jet-blocks-icon"><i aria-hidden="true" class="fas fa-times"></i></div></div></div></nav> </div> </div> </div> </div> </div> </section> <section class="elementor-section elementor-top-section elementor-element elementor-element-ab3748e elementor-section-boxed elementor-section-height-default elementor-section-height-default" data-id="ab3748e" data-element_type="section" 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<div class="elementor-grid-item"> <div class="elementor-share-btn elementor-share-btn_reddit" role="button" tabindex="0" aria-label="Share on reddit" > <span class="elementor-share-btn__icon"> <i class="fab fa-reddit" aria-hidden="true"></i> </span> <div class="elementor-share-btn__text"> <span class="elementor-share-btn__title"> Reddit </span> </div> </div> </div> <div class="elementor-grid-item"> <div class="elementor-share-btn elementor-share-btn_email" role="button" tabindex="0" aria-label="Share on email" > <span class="elementor-share-btn__icon"> <i class="fas fa-envelope" aria-hidden="true"></i> </span> <div class="elementor-share-btn__text"> <span class="elementor-share-btn__title"> Email </span> </div> </div> </div> </div> </div> </div> <div class="elementor-element elementor-element-c85d89e elementor-widget elementor-widget-theme-post-content" data-id="c85d89e" data-element_type="widget" id="post-content" data-widget_type="theme-post-content.default"> <div class="elementor-widget-container"> <div class="wpwp-non-paywall"> <figure class="wp-block-image size-large"><img fetchpriority="high" fetchpriority="high" decoding="async" width="1024" height="389" src="https://www.pv-tech.org/wp-content/uploads/2024/11/Aerial-view-of-solar-PV-project-surrounded-by-trees-1024x389.jpg" alt="" class="wp-image-146545" srcset="https://www.pv-tech.org/wp-content/uploads/2024/11/Aerial-view-of-solar-PV-project-surrounded-by-trees-1024x389.jpg 1024w, https://www.pv-tech.org/wp-content/uploads/2024/11/Aerial-view-of-solar-PV-project-surrounded-by-trees-300x114.jpg 300w, https://www.pv-tech.org/wp-content/uploads/2024/11/Aerial-view-of-solar-PV-project-surrounded-by-trees-768x292.jpg 768w, https://www.pv-tech.org/wp-content/uploads/2024/11/Aerial-view-of-solar-PV-project-surrounded-by-trees.jpg 1280w" sizes="(max-width: 1024px) 100vw, 1024px" /><figcaption class="wp-element-caption">Beyond finding the location of a fault, machine learning can also help identify if ageing, weather, or something else caused the failure of a PV system. Image: <em>Chris Gellentien</em>.</figcaption></figure> <p>As solar deployment increases around the country, monitoring solar plant performance at a large scale can be quite challenging and interpreting it can be like determining why a string of Christmas lights is out. Sometimes the reason is obvious—the whole string of lights is out, like an inverter malfunctioning in a solar plant. But often, a single light bulb is out, and you cannot figure out why. For solar system operators, understanding whether a setting is causing a performance issue or whether it’s a faulty module, string of modules, or a tracker to blame, can mean wasted time and lost energy production. That is where artificial intelligence (AI) can help.</p> <p>PV systems need to last for several decades in harsh and changing outdoor conditions. The US Department of Energy (DOE) Solar Energy Technologies Office (SETO) is leading research efforts to understand what causes photovoltaic (PV) systems to fail, how to improve durability, and how to ensure systems last a long time—all key components of reducing the cost of solar energy. One promising application for AI being examined in <a href="https://www.energy.gov/eere/solar/seto-2020-photovoltaics" target="_blank" rel="noreferrer noopener">several DOE projects</a> is analyzing and optimizing the performance of solar systems by reducing human error and identifying common system failures.  </p></div><div class="wkwp-paywall"><div class="wkwp-paywall-block"><div class="subscription-requirements">This article requires <span class="paywall-tag premium">Premium Subscription</span><span class="paywall-tag none">Basic (FREE) Subscription</span></div> <h2>Unlock unlimited access for 12 whole months of distinctive global analysis</h2> <h4>Photovoltaics International is now included.</h4> <div class="wkwp-cta-wrapper"> <a href="#" class="wkwp-button primary subscribe-premium wk-call wk–plans">Subscribe to Premium</a> </div> <ul class="benefits"> <li><span class="icon"><i class="fas fa-check" aria-hidden="true"></i></span><span class="text">Regular insight and analysis of the industry’s biggest developments</span></li> <li><span class="icon"><i class="fas fa-check" aria-hidden="true"></i></span><span class="text">In-depth interviews with the industry’s leading figures</span></li> <li><span class="icon"><i class="fas fa-check" aria-hidden="true"></i></span><span class="text">Unlimited digital access to the PV Tech Power journal catalogue</span></li> <li><span class="icon"><i class="fas fa-check" aria-hidden="true"></i></span><span class="text">Unlimited digital access to the Photovoltaics International journal catalogue</span></li> <li><span class="icon"><i class="fas fa-check" aria-hidden="true"></i></span><span class="text">Access to more than 1,000 technical papers</span></li> <li><span class="icon"><i class="fas fa-check" aria-hidden="true"></i></span><span class="text">Discounts on Solar Media’s portfolio of events, in-person and virtual</span></li> </ul> <div class="wkwp-cta-wrapper view-details"> <a href="/premium/" class="wkwp-link" target="_BLANK">View all benefits & pricing</a> </div> <div class="register-nudge wk-call-status-user paywall-tag none" data-wk-call-status-user="guest"> <h3>Or continue reading this article for free</h3> <div class="wkwp-cta-wrapper"> <a href="#" class="wkwp-button secondary subscribe-basic wk-call wk–plans">Subscribe to Basic (FREE)</a> </div> </div></div><div class="wkwp-content-inner wkwp-content-blured"> <p>For example, SETO awarded $1.5 million to the <a href="https://www.energy.gov/eere/solar/seto-2020-photovoltaics" target="_blank" rel="noreferrer noopener">University of Maryland, College Park</a> to develop a new approach to assess the reliability of power electronic components in PV inverters. The project team uses machine learning to sort through and interpret 10 years of performance data, making it easier to predict and avoid inverter failures. Without AI, analyzing such a large data set would be prone to errors and challenging at best, or more likely impossible. For instance, a human might sense a change in performance but not be able to correlate such a change with a meaningful problem due to the data’s complexity and size.</p> <p>Machine learning techniques can help determine when and where to send field technicians for maintenance, ensuring their solar projects run efficiently and maximize electricity generation. By indicating potential problems early, plant managers can minimize downtime and extend the lifetime of PV systems. In <a href="https://www.energy.gov/eere/solar/seto-fy2019-photovoltaics" target="_blank" rel="noreferrer noopener">2019</a> and 2020, DOE <a href="https://www.energy.gov/eere/solar/seto-2020-artificial-intelligence-applications-solar-energy" target="_blank" rel="noreferrer noopener">funded</a> projects at Electric Power Research Institute (EPRI), Arizona State University, and Stony Brook University to provide real-time detection, classification, and prediction of system failures. Researchers can use data to pinpoint inverter-level issues and predict failures, enabling plant managers to schedule preventive maintenance. In a<a href="https://www.energy.gov/eere/solar/workshop-solar-applications-artificial-intelligence-and-machine-learning" target="_blank" rel="noreferrer noopener"> 2023 DOE workshop</a> that focused on the applications of AI/ML in the solar industry, <a href="https://www.energy.gov/sites/default/files/2023-11/9_Scott_Sheppard_Solar%20Applications%20of%20AI%20and%20ML%20Workshop%20-%20for%20release.pdf" target="_blank" rel="noreferrer noopener">EPRI and its partners Turbine Logic and Georgia Tech</a> shared their progress and challenges, highlighting the importance of blending machine learning with physics-based models.</p> <p>Beyond finding the location of a fault, machine learning can also help identify if ageing, weather, or something else caused the failure. A DOE-funded project at the <a href="https://www.energy.gov/eere/solar/seto-2020-photovoltaics" target="_blank" rel="noreferrer noopener">University of Central Florida</a> uses imaging to spot defects across several fields of solar modules. <a href="https://www.osti.gov/biblio/2212846" target="_blank" rel="noreferrer noopener">Machine learning techniques</a> help them select modules to bring back to the lab to investigate, helping plant operators understand if flawed manufacturing was to blame for a failure, or if a specific material in the module is degrading.</p> <p>AI helps researchers compare data across PV systems, finding patterns to streamline maintenance. While current research efforts focus on utility-scale systems, these AI tools could also benefit the residential solar industry. Remote monitoring and automated problem detection could improve performance for third-party rooftop solar owners.</p> <p>The machine learning models used in PV research are far less energy intensive than the large language models that are driving the growth of data centers and can help maximize the environmental benefits of solar technologies. By increasing the durability and lifespan of PV systems, they reduce waste and keep modules in the field longer. These efforts support DOE’s <a href="https://www.energy.gov/eere/articles/doe-releases-action-plan-photovoltaic-systems-end-life-management" target="_blank" rel="noreferrer noopener">Photovoltaics End-of-Life Action Plan</a>, which aims to halve recycling costs by 2030 and lower the environmental impact of solar energy modules at end-of-life.</p> <p>As AI capabilities advance, machine learning could soon support materials development, manufacturing, grid operations and other activities. As the field grows, we are looking for experts to improve and expand datasets, refine analytical techniques, and showcase AI’s benefits to accelerate efficient, resilient, and durable solar deployment.</p> <p><em>Lenny Tinker, is Photovoltaics Program Manager at the US Department of Energy Solar Energy Technologies Office.</em></p> </div></div> </div> </div> <div class="elementor-element elementor-element-8db6a52 elementor-align-center elementor-widget elementor-widget-button" data-id="8db6a52" data-element_type="widget" id="pelcro-subscribe-to-access-button" data-widget_type="button.default"> <div class="elementor-widget-container"> <div class="elementor-button-wrapper"> <a class="elementor-button pelcro-subscribe-button elementor-button-link elementor-size-xs" href="#" rel="nofollow"> <span class="elementor-button-content-wrapper"> <span class="elementor-button-text">Subscribe to PV Tech Premium to Access</span> </span> </a> </div> </div> </div> <div class="elementor-element 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elementor-top-column elementor-element elementor-element-fff57e3" data-id="fff57e3" data-element_type="column"> <div class="elementor-widget-wrap elementor-element-populated"> <div class="elementor-element elementor-element-98c96cb elementor-widget elementor-widget-image" data-id="98c96cb" data-element_type="widget" data-widget_type="image.default"> <div class="elementor-widget-container"> <a href="https://www.pv-tech.org/why-a-huge-wave-of-pv-revamping-and-repowering-europe/"> <img src="https://www.pv-tech.org/wp-content/uploads/elementor/thumbs/baywa-1-qvcgt1mfx5xtytfqznlj3slcyxybg3bv2xq7dh8t54.jpg" title="Baywa r.e.’s Thomaso Charlemont." alt="Baywa r.e.'s Thomaso Charlemont." loading="lazy" /> </a> </div> </div> </div> </div> <div class="elementor-column elementor-col-66 elementor-top-column elementor-element elementor-element-2dd429f" data-id="2dd429f" data-element_type="column"> <div class="elementor-widget-wrap elementor-element-populated"> <div class="elementor-element elementor-element-9d8f23a elementor-widget elementor-widget-jet-listing-dynamic-terms" data-id="9d8f23a" data-element_type="widget" data-widget_type="jet-listing-dynamic-terms.default"> <div class="elementor-widget-container"> <div class="jet-listing jet-listing-dynamic-terms"><span class="jet-listing-dynamic-terms__link">Premium</span></div> </div> </div> <div class="elementor-element elementor-element-d520034 elementor-widget elementor-widget-heading" data-id="d520034" data-element_type="widget" data-widget_type="heading.default"> <div class="elementor-widget-container"> <h2 class="elementor-heading-title elementor-size-default"><a href="https://www.pv-tech.org/why-a-huge-wave-of-pv-revamping-and-repowering-europe/">Why a ‘huge wave’ of PV revamping and repowering is on its way in Europe</a></h2> </div> </div> <div class="elementor-element elementor-element-67b24db elementor-widget elementor-widget-jet-listing-dynamic-field" data-id="67b24db" data-element_type="widget" data-widget_type="jet-listing-dynamic-field.default"> <div class="elementor-widget-container"> <div class="jet-listing jet-listing-dynamic-field display-inline"><div class="jet-listing-dynamic-field__inline-wrap"><div class="jet-listing-dynamic-field__content">October 10, 2024</div></div></div> </div> </div> <div class="elementor-element elementor-element-a064fee elementor-widget elementor-widget-jet-listing-dynamic-field" data-id="a064fee" data-element_type="widget" data-widget_type="jet-listing-dynamic-field.default"> <div class="elementor-widget-container"> <div class="jet-listing jet-listing-dynamic-field display-inline"><div class="jet-listing-dynamic-field__inline-wrap"><div class="jet-listing-dynamic-field__content">PV Talk: BayWa r.e.’s Tomaso Charlemont tells JP Casey why revamping and repowering PV power plants is emerging as a separate discipline within the PV industry and one poised for explosive growth.</div></div></div> </div> </div> </div> </div> </div> </section> </div> </div><div class="jet-listing-grid__item jet-listing-dynamic-post-144325" data-post-id="144325" > <div data-elementor-type="jet-listing-items" data-elementor-id="5281" class="elementor elementor-5281" data-elementor-post-type="jet-engine"> <section class="elementor-section elementor-top-section elementor-element elementor-element-cf529fb elementor-section-boxed elementor-section-height-default elementor-section-height-default" data-id="cf529fb" data-element_type="section" data-settings="{"jet_parallax_layout_list":[{"jet_parallax_layout_image":{"url":"","id":"","size":""},"_id":"291e5ab","jet_parallax_layout_image_tablet":{"url":"","id":"","size":""},"jet_parallax_layout_image_mobile":{"url":"","id":"","size":""},"jet_parallax_layout_speed":{"unit":"%","size":50,"sizes":[]},"jet_parallax_layout_type":"scroll","jet_parallax_layout_direction":null,"jet_parallax_layout_fx_direction":null,"jet_parallax_layout_z_index":"","jet_parallax_layout_bg_x":50,"jet_parallax_layout_bg_x_tablet":"","jet_parallax_layout_bg_x_mobile":"","jet_parallax_layout_bg_y":50,"jet_parallax_layout_bg_y_tablet":"","jet_parallax_layout_bg_y_mobile":"","jet_parallax_layout_bg_size":"auto","jet_parallax_layout_bg_size_tablet":"","jet_parallax_layout_bg_size_mobile":"","jet_parallax_layout_animation_prop":"transform","jet_parallax_layout_on":["desktop","tablet"]}]}"> <div class="elementor-container elementor-column-gap-default"> <div class="elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-fff57e3" data-id="fff57e3" data-element_type="column"> <div class="elementor-widget-wrap elementor-element-populated"> <div class="elementor-element elementor-element-98c96cb elementor-widget elementor-widget-image" data-id="98c96cb" data-element_type="widget" data-widget_type="image.default"> <div class="elementor-widget-container"> <a href="https://www.pv-tech.org/working-through-a-queued-up-and-ageing-grid/"> <img src="https://www.pv-tech.org/wp-content/uploads/elementor/thumbs/Solar-plus-storage-project-in-California-from-Leeward-Renewable-Energy-qv7p39br0xjgt6tra1lnc8vdhd6txf2fhxq5qp1gg8.jpg" title="Solar-plus-storage-project-in-California-from-Leeward-Renewable-Energy" alt="Rabbitbrush solar-plus-storage project in California from Leeward Renewable Energy" loading="lazy" /> </a> </div> </div> </div> </div> <div class="elementor-column elementor-col-66 elementor-top-column elementor-element elementor-element-2dd429f" data-id="2dd429f" data-element_type="column"> <div class="elementor-widget-wrap elementor-element-populated"> <div class="elementor-element elementor-element-9d8f23a elementor-widget elementor-widget-jet-listing-dynamic-terms" data-id="9d8f23a" data-element_type="widget" data-widget_type="jet-listing-dynamic-terms.default"> <div class="elementor-widget-container"> <div class="jet-listing jet-listing-dynamic-terms"><span class="jet-listing-dynamic-terms__link">Premium</span></div> </div> </div> <div class="elementor-element elementor-element-d520034 elementor-widget elementor-widget-heading" data-id="d520034" data-element_type="widget" data-widget_type="heading.default"> <div class="elementor-widget-container"> <h2 class="elementor-heading-title elementor-size-default"><a href="https://www.pv-tech.org/working-through-a-queued-up-and-ageing-grid/">Working through a queued-up and ageing grid</a></h2> </div> </div> <div class="elementor-element elementor-element-67b24db elementor-widget elementor-widget-jet-listing-dynamic-field" data-id="67b24db" data-element_type="widget" data-widget_type="jet-listing-dynamic-field.default"> <div class="elementor-widget-container"> <div class="jet-listing jet-listing-dynamic-field display-inline"><div class="jet-listing-dynamic-field__inline-wrap"><div class="jet-listing-dynamic-field__content">October 7, 2024</div></div></div> </div> </div> <div class="elementor-element elementor-element-a064fee elementor-widget elementor-widget-jet-listing-dynamic-field" data-id="a064fee" data-element_type="widget" data-widget_type="jet-listing-dynamic-field.default"> <div class="elementor-widget-container"> <div class="jet-listing jet-listing-dynamic-field display-inline"><div class="jet-listing-dynamic-field__inline-wrap"><div class="jet-listing-dynamic-field__content">Solar, storage and other renewables projects are facing unprecedented interconnection queues in some parts of the US. Jonathan Touriño Jacobo reports on the struggle solar and storage developers are facing in getting projects off the ground and the efforts underway to ease the problem.</div></div></div> </div> </div> </div> </div> </div> </section> </div> </div><div class="jet-listing-grid__item jet-listing-dynamic-post-143607" data-post-id="143607" > <div data-elementor-type="jet-listing-items" data-elementor-id="5281" class="elementor elementor-5281" data-elementor-post-type="jet-engine"> <section class="elementor-section elementor-top-section elementor-element elementor-element-cf529fb elementor-section-boxed elementor-section-height-default elementor-section-height-default" data-id="cf529fb" data-element_type="section" data-settings="{"jet_parallax_layout_list":[{"jet_parallax_layout_image":{"url":"","id":"","size":""},"_id":"291e5ab","jet_parallax_layout_image_tablet":{"url":"","id":"","size":""},"jet_parallax_layout_image_mobile":{"url":"","id":"","size":""},"jet_parallax_layout_speed":{"unit":"%","size":50,"sizes":[]},"jet_parallax_layout_type":"scroll","jet_parallax_layout_direction":null,"jet_parallax_layout_fx_direction":null,"jet_parallax_layout_z_index":"","jet_parallax_layout_bg_x":50,"jet_parallax_layout_bg_x_tablet":"","jet_parallax_layout_bg_x_mobile":"","jet_parallax_layout_bg_y":50,"jet_parallax_layout_bg_y_tablet":"","jet_parallax_layout_bg_y_mobile":"","jet_parallax_layout_bg_size":"auto","jet_parallax_layout_bg_size_tablet":"","jet_parallax_layout_bg_size_mobile":"","jet_parallax_layout_animation_prop":"transform","jet_parallax_layout_on":["desktop","tablet"]}]}"> <div class="elementor-container elementor-column-gap-default"> <div class="elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-fff57e3" data-id="fff57e3" data-element_type="column"> <div class="elementor-widget-wrap elementor-element-populated"> <div class="elementor-element elementor-element-98c96cb elementor-widget elementor-widget-image" data-id="98c96cb" data-element_type="widget" data-widget_type="image.default"> <div class="elementor-widget-container"> <a href="https://www.pv-tech.org/enhancing-reliability-bifacial-pv-modules-albedo-estimation/"> <img src="https://www.pv-tech.org/wp-content/uploads/elementor/thumbs/Figure-1-qumf112blr0umfqrrpb5s0lhportdgeoudh0m1k0w8.jpg" title="Enertis Applus+" alt="Enertis Applus+" loading="lazy" /> </a> </div> </div> </div> </div> <div class="elementor-column elementor-col-66 elementor-top-column elementor-element elementor-element-2dd429f" data-id="2dd429f" data-element_type="column"> <div class="elementor-widget-wrap elementor-element-populated"> <div class="elementor-element elementor-element-9d8f23a elementor-widget elementor-widget-jet-listing-dynamic-terms" data-id="9d8f23a" data-element_type="widget" data-widget_type="jet-listing-dynamic-terms.default"> <div class="elementor-widget-container"> <div class="jet-listing jet-listing-dynamic-terms"><span class="jet-listing-dynamic-terms__link">Premium</span></div> </div> </div> <div class="elementor-element elementor-element-d520034 elementor-widget elementor-widget-heading" data-id="d520034" data-element_type="widget" data-widget_type="heading.default"> <div class="elementor-widget-container"> <h2 class="elementor-heading-title elementor-size-default"><a href="https://www.pv-tech.org/enhancing-reliability-bifacial-pv-modules-albedo-estimation/">Enhancing reliability in bifacial PV modules: a novel approach to albedo estimation</a></h2> </div> </div> <div class="elementor-element elementor-element-67b24db elementor-widget elementor-widget-jet-listing-dynamic-field" data-id="67b24db" data-element_type="widget" data-widget_type="jet-listing-dynamic-field.default"> <div class="elementor-widget-container"> <div class="jet-listing jet-listing-dynamic-field display-inline"><div class="jet-listing-dynamic-field__inline-wrap"><div class="jet-listing-dynamic-field__content">September 25, 2024</div></div></div> </div> </div> <div class="elementor-element elementor-element-a064fee elementor-widget elementor-widget-jet-listing-dynamic-field" data-id="a064fee" data-element_type="widget" data-widget_type="jet-listing-dynamic-field.default"> <div class="elementor-widget-container"> <div class="jet-listing jet-listing-dynamic-field display-inline"><div class="jet-listing-dynamic-field__inline-wrap"><div class="jet-listing-dynamic-field__content">Teams from Enertis Applus+ and the University of the Basque Country report on a new methodology to improve bifacial performance assessments.</div></div></div> </div> </div> </div> </div> </div> </section> </div> </div></div></div> </div> </div> <div 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Authority - Infrastructure">Local Authority - Infrastructure</option> <option value="Local Authority - Planners">Local Authority - Planners</option> <option value="Local Authority - Roads/Transport">Local Authority - Roads/Transport</option> <option value="Local Authority - Schools">Local Authority - Schools</option> <option value="Logistics - Transport">Logistics - Transport</option> <option value="Manufacturer">Manufacturer</option> <option value="Manufacturer - Cables & Connectors">Manufacturer - Cables & Connectors</option> <option value="Manufacturer - Cell and module">Manufacturer - Cell and module</option> <option value="Manufacturer - Cell only">Manufacturer - Cell only</option> <option value="Manufacturer - Inverter">Manufacturer - Inverter</option> <option value="Manufacturer - Module only">Manufacturer - Module only</option> <option value="Manufacturer - Racking/Mounting Systems">Manufacturer - Racking/Mounting Systems</option> <option value="Manufacturer - Renewable Heat">Manufacturer - Renewable Heat</option> <option value="Manufacturer - Safety & Security">Manufacturer - Safety & Security</option> <option value="Manufacturer - Storage">Manufacturer - Storage</option> <option value="Manufacturer - Switches">Manufacturer - Switches</option> <option value="Manufacturer - Upstream">Manufacturer - Upstream</option> <option value="Manufacturer - Upstream - Cell manufacturing equipment">Manufacturer - Upstream - Cell manufacturing equipment</option> <option value="Manufacturer - Upstream - Cell manufacturing materials supplier">Manufacturer - Upstream - Cell manufacturing materials supplier</option> <option value="Manufacturer - Upstream - Module manufacturing equipment">Manufacturer - Upstream - Module manufacturing equipment</option> <option value="Manufacturer - Upstream - Module manufacturing materials supplier">Manufacturer - Upstream - Module manufacturing materials supplier</option> <option value="Manufacturer - Water Pumping">Manufacturer - Water Pumping</option> <option value="Materials - Storage">Materials - Storage</option> <option value="Microgeneration">Microgeneration</option> <option value="O&M">O&M</option> <option value="O&M - Asset Manager/Operator">O&M - Asset Manager/Operator</option> <option value="O&M - Data">O&M - Data</option> <option value="O&M - Maintenance & Support">O&M - Maintenance & Support</option> <option value="O&M - Monitoring">O&M - Monitoring</option> <option value="O&M - Software">O&M - Software</option> <option value="O&M - Technical Advisor">O&M - Technical Advisor</option> <option value="Offgrid">Offgrid</option> <option value="Offgrid - Desalinisation & Water Pumping">Offgrid - Desalinisation & Water Pumping</option> <option value="Offgrid - Micro Grid">Offgrid - Micro Grid</option> <option value="Offgrid - Solar Home Systems">Offgrid - Solar Home Systems</option> <option value="Offgrid - Solar Lighting">Offgrid - Solar Lighting</option> <option value="Other">Other</option> <option value="PR/Media/Partnerships">PR/Media/Partnerships</option> <option value="Recruitment">Recruitment</option> <option value="Software - Blockchain">Software - Blockchain</option> <option value="Software - Data">Software - Data</option> <option value="Software - Internet of Things">Software - Internet of Things</option> <option value="Software - Mobile Payments">Software - Mobile Payments</option> <option value="Storage EPC">Storage EPC</option> <option value="Storage - Investor">Storage - Investor</option> <option value="Storage Manufacturer">Storage Manufacturer</option> <option value="Storage Manufacturer - Cells">Storage Manufacturer - Cells</option> <option value="Storage Manufacturer - Commercial and Industrial">Storage Manufacturer - Commercial and Industrial</option> <option value="Storage Manufacturer - Residential">Storage Manufacturer - Residential</option> <option value="Storage Manufacturer - Utility">Storage Manufacturer - Utility</option> <option value="Storage - Software Vendor">Storage - Software Vendor</option> <option value="Telecomms">Telecomms</option> <option value="Telecomms - ICT">Telecomms - ICT</option> <option value="Telecomms - Internet of Things">Telecomms - Internet of Things</option> <option value="Telecomms - Mobile Payments">Telecomms - Mobile Payments</option> <option value="Telecomms - Smart Grid">Telecomms - Smart Grid</option> <option value="Testing & Certification">Testing & Certification</option> <option value="Trade Body/Association">Trade Body/Association</option> <option value="Utilities">Utilities</option> <option value="Utilities - Energy & Power">Utilities - Energy & Power</option> <option value="Utilities - Grid DNO">Utilities - Grid DNO</option> <option value="Utilities - Non Energy & Power">Utilities - Non Energy & Power</option> </select> </div> </div> <div class="elementor-field-type-select elementor-field-group elementor-column elementor-field-group-country elementor-col-100 elementor-field-required"> <label for="form-field-country" class="elementor-field-label"> Country </label> <div class="elementor-field elementor-select-wrapper remove-before "> <div class="select-caret-down-wrapper"> <i aria-hidden="true" class="eicon-caret-down"></i> </div> <select name="form_fields[country]" id="form-field-country" class="elementor-field-textual elementor-size-xs" required="required" aria-required="true"> <option value=""></option> <option value="United Kingdom">United Kingdom</option> <option value="United States">United States</option> <option value="Canada">Canada</option> <option value="Afghanistan">Afghanistan</option> <option value="Albania">Albania</option> <option value="Algeria">Algeria</option> <option value="Andorra">Andorra</option> <option value="Angola">Angola</option> <option value="Anguilla">Anguilla</option> <option value="Antarctica">Antarctica</option> <option value="Antigua and Barbuda">Antigua and Barbuda</option> <option value="Argentina">Argentina</option> <option value="Armenia">Armenia</option> <option value="Aruba">Aruba</option> <option value="Australia">Australia</option> <option value="Austria">Austria</option> <option value="Azerbaijan">Azerbaijan</option> <option value="Bahamas">Bahamas</option> <option value="Bahrain">Bahrain</option> <option value="Bangladesh">Bangladesh</option> <option value="Barbados">Barbados</option> <option value="Belarus">Belarus</option> <option value="Belgium">Belgium</option> <option value="Belize">Belize</option> <option value="Benin">Benin</option> <option value="Bermuda">Bermuda</option> <option value="Bhutan">Bhutan</option> <option value="Bolivia">Bolivia</option> <option value="Bosnia and Herzegovina">Bosnia and Herzegovina</option> <option value="Botswana">Botswana</option> <option value="Brazil">Brazil</option> <option value="British Indian Ocean Territory">British Indian Ocean Territory</option> <option value="British Virgin Islands">British Virgin Islands</option> <option value="Brunei">Brunei</option> <option value="Bulgaria">Bulgaria</option> <option value="Burkina Faso">Burkina Faso</option> <option value="Burundi">Burundi</option> <option value="Cambodia">Cambodia</option> <option value="Cameroon">Cameroon</option> <option value="Cape Verde">Cape Verde</option> <option value="Cayman Islands">Cayman Islands</option> <option value="Central African Republic">Central African Republic</option> <option value="Chad">Chad</option> <option value="Chile">Chile</option> <option value="China">China</option> <option value="Christmas Island">Christmas Island</option> <option value="Cocos (Keeling) Islands">Cocos (Keeling) Islands</option> <option value="Colombia">Colombia</option> <option value="Comoros">Comoros</option> <option value="Congo, Democratic Republic of the">Congo, Democratic Republic of the</option> <option value="Congo, Republic of the">Congo, Republic of the</option> <option value="Cook Islands">Cook Islands</option> <option value="Costa Rica">Costa Rica</option> <option value="Croatia">Croatia</option> <option value="Cuba">Cuba</option> <option value="Curaçao">Curaçao</option> <option value="Cyprus">Cyprus</option> <option value="Czech Republic">Czech Republic</option> <option value="Côte d’Ivoire">Côte d’Ivoire</option> <option value="Denmark">Denmark</option> <option value="Djibouti">Djibouti</option> <option value="Dominica">Dominica</option> <option value="Dominican Republic">Dominican Republic</option> <option value="Ecuador">Ecuador</option> <option value="Egypt">Egypt</option> <option value="El Salvador">El Salvador</option> <option value="Equatorial Guinea">Equatorial Guinea</option> <option value="Eritrea">Eritrea</option> <option value="Estonia">Estonia</option> <option value="Ethiopia">Ethiopia</option> <option value="Falkland Islands">Falkland Islands</option> <option value="Faroe Islands">Faroe Islands</option> <option value="Fiji">Fiji</option> <option value="Finland">Finland</option> <option value="France">France</option> <option value="French Guiana">French Guiana</option> <option value="French Polynesia">French Polynesia</option> <option value="French Southern Territories">French Southern Territories</option> <option value="Gabon">Gabon</option> <option value="Gambia">Gambia</option> <option value="Georgia">Georgia</option> <option value="Germany">Germany</option> <option value="Ghana">Ghana</option> <option value="Gibraltar">Gibraltar</option> <option value="Greece">Greece</option> <option value="Greenland">Greenland</option> <option value="Grenada">Grenada</option> <option value="Guadeloupe">Guadeloupe</option> <option value="Guam">Guam</option> <option value="Guatemala">Guatemala</option> <option value="Guernsey">Guernsey</option> <option value="Guinea">Guinea</option> <option value="Guinea-Bissau">Guinea-Bissau</option> <option value="Guyana">Guyana</option> <option value="Haiti">Haiti</option> <option value="Honduras">Honduras</option> <option value="Hong Kong">Hong Kong</option> <option value="Hungary">Hungary</option> <option value="Iceland">Iceland</option> <option value="India">India</option> <option value="Indonesia">Indonesia</option> <option value="Iran">Iran</option> <option value="Iraq">Iraq</option> <option value="Ireland">Ireland</option> <option value="Isle of Man">Isle of Man</option> <option value="Israel">Israel</option> <option value="Italy">Italy</option> <option value="Jamaica">Jamaica</option> <option value="Japan">Japan</option> <option value="Jersey">Jersey</option> <option value="Jordan">Jordan</option> <option value="Kazakhstan">Kazakhstan</option> <option value="Kenya">Kenya</option> <option value="Kiribati">Kiribati</option> <option value="Kuwait">Kuwait</option> <option value="Kyrgyzstan">Kyrgyzstan</option> <option value="Laos">Laos</option> <option value="Latvia">Latvia</option> <option value="Lebanon">Lebanon</option> <option value="Lesotho">Lesotho</option> <option value="Liberia">Liberia</option> <option value="Libya">Libya</option> <option value="Liechtenstein">Liechtenstein</option> <option value="Lithuania">Lithuania</option> <option value="Luxembourg">Luxembourg</option> <option value="Macao">Macao</option> <option value="Macedonia">Macedonia</option> <option value="Madagascar">Madagascar</option> <option value="Malawi">Malawi</option> <option value="Malaysia">Malaysia</option> <option value="Maldives">Maldives</option> <option value="Mali">Mali</option> <option value="Malta">Malta</option> <option value="Marshall Islands">Marshall Islands</option> <option value="Martinique">Martinique</option> <option value="Mauritania">Mauritania</option> <option value="Mauritius">Mauritius</option> <option value="Mayotte">Mayotte</option> <option value="Mexico">Mexico</option> <option value="Micronesia">Micronesia</option> <option value="Moldova">Moldova</option> <option value="Monaco">Monaco</option> <option value="Mongolia">Mongolia</option> <option value="Montenegro">Montenegro</option> 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value="Papua New Guinea">Papua New Guinea</option> <option value="Paraguay">Paraguay</option> <option value="Peru">Peru</option> <option value="Philippines">Philippines</option> <option value="Pitcairn">Pitcairn</option> <option value="Poland">Poland</option> <option value="Portugal">Portugal</option> <option value="Puerto Rico">Puerto Rico</option> <option value="Qatar">Qatar</option> <option value="Romania">Romania</option> <option value="Russia">Russia</option> <option value="Rwanda">Rwanda</option> <option value="Réunion">Réunion</option> <option value="Saint Barthélemy">Saint Barthélemy</option> <option value="Saint Helena">Saint Helena</option> <option value="Saint Kitts and Nevis">Saint Kitts and Nevis</option> <option value="Saint Lucia">Saint Lucia</option> <option value="Saint Pierre and Miquelon">Saint Pierre and Miquelon</option> <option value="Saint Vincent and the Grenadines">Saint Vincent and the Grenadines</option> <option value="Samoa">Samoa</option> <option value="San Marino">San Marino</option> <option value="Sao Tome and Principe">Sao Tome and Principe</option> <option value="Saudi Arabia">Saudi Arabia</option> <option value="Senegal">Senegal</option> <option value="Serbia">Serbia</option> <option value="Seychelles">Seychelles</option> <option value="Sierra Leone">Sierra Leone</option> <option value="Singapore">Singapore</option> <option value="Slovakia">Slovakia</option> <option value="Slovenia">Slovenia</option> <option value="Solomon Islands">Solomon Islands</option> <option value="Somalia">Somalia</option> <option value="South Africa">South Africa</option> <option value="South Korea">South Korea</option> <option value="South Sudan">South Sudan</option> <option value="Spain">Spain</option> <option value="Sri Lanka">Sri Lanka</option> <option value="Sudan">Sudan</option> <option value="Suriname">Suriname</option> <option value="Svalbard and Jan Mayen">Svalbard and Jan Mayen</option> <option value="Swaziland">Swaziland</option> <option value="Sweden">Sweden</option> <option value="Switzerland">Switzerland</option> <option value="Syria">Syria</option> <option value="Taiwan">Taiwan</option> <option value="Tajikistan">Tajikistan</option> <option value="Tanzania">Tanzania</option> <option value="Thailand">Thailand</option> <option value="Timor-Leste">Timor-Leste</option> <option value="Togo">Togo</option> <option value="Tokelau">Tokelau</option> <option value="Tonga">Tonga</option> <option value="Trinidad and Tobago">Trinidad and Tobago</option> <option value="Tunisia">Tunisia</option> <option value="Turkey">Turkey</option> <option value="Turkmenistan">Turkmenistan</option> <option value="Turks and Caicos Islands">Turks and Caicos Islands</option> <option value="Tuvalu">Tuvalu</option> <option value="U.S. Virgin Islands">U.S. Virgin Islands</option> <option value="Uganda">Uganda</option> <option value="Ukraine">Ukraine</option> <option value="United Arab Emirates">United Arab Emirates</option> <option value="Uruguay">Uruguay</option> <option value="Uzbekistan">Uzbekistan</option> <option value="Vanuatu">Vanuatu</option> <option value="Vatican">Vatican</option> <option value="Venezuela">Venezuela</option> <option value="Vietnam">Vietnam</option> <option value="Wallis and Futuna">Wallis and Futuna</option> <option value="Western Sahara">Western Sahara</option> <option value="Yemen">Yemen</option> <option value="Zambia">Zambia</option> <option value="Zimbabwe">Zimbabwe</option> </select> </div> </div> <div class="elementor-field-type-acceptance elementor-field-group elementor-column elementor-field-group-accept_terms elementor-col-100 elementor-field-required"> <label for="form-field-accept_terms" class="elementor-field-label"> Terms & Conditions </label> <div class="elementor-field-subgroup"> <span class="elementor-field-option"> <input type="checkbox" name="form_fields[accept_terms]" id="form-field-accept_terms" class="elementor-field elementor-size-xs elementor-acceptance-field" 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class="elementor-element elementor-element-cdcdf8d elementor-widget__width-initial elementor-widget elementor-widget-global elementor-global-29006 elementor-widget-html" data-id="cdcdf8d" data-element_type="widget" data-widget_type="html.default"> <div class="elementor-widget-container">  <div id='div-gpt-ad-1428579833345-1' class='dfp-adslot-sidebar'> <script type='text/javascript'> googletag.cmd.push(function() {googletag.display('div-gpt-ad-1428579833345-1');}); </script> </div> </div> </div> <section class="elementor-section elementor-inner-section elementor-element elementor-element-6271dee elementor-section-boxed elementor-section-height-default elementor-section-height-default" data-id="6271dee" data-element_type="section" data-settings="{"jet_parallax_layout_list":[{"jet_parallax_layout_image":{"url":"","id":"","size":""},"_id":"1c41e47","jet_parallax_layout_image_tablet":{"url":"","id":"","size":""},"jet_parallax_layout_image_mobile":{"url":"","id":"","size":""},"jet_parallax_layout_speed":{"unit":"%","size":50,"sizes":[]},"jet_parallax_layout_type":"scroll","jet_parallax_layout_direction":null,"jet_parallax_layout_fx_direction":null,"jet_parallax_layout_z_index":"","jet_parallax_layout_bg_x":50,"jet_parallax_layout_bg_x_tablet":"","jet_parallax_layout_bg_x_mobile":"","jet_parallax_layout_bg_y":50,"jet_parallax_layout_bg_y_tablet":"","jet_parallax_layout_bg_y_mobile":"","jet_parallax_layout_bg_size":"auto","jet_parallax_layout_bg_size_tablet":"","jet_parallax_layout_bg_size_mobile":"","jet_parallax_layout_animation_prop":"transform","jet_parallax_layout_on":["desktop","tablet"]}]}"> <div class="elementor-container elementor-column-gap-default"> <div class="elementor-column elementor-col-100 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data-nav="{"enabled":false,"type":null,"more_el":null,"query":[],"widget_settings":{"lisitng_id":5530,"posts_num":6,"columns":1,"columns_tablet":1,"columns_mobile":1,"is_archive_template":"","post_status":["publish"],"use_random_posts_num":"","max_posts_num":9,"not_found_message":"No data was found","is_masonry":false,"equal_columns_height":"","use_load_more":"","load_more_id":"","load_more_type":"click","load_more_offset":{"unit":"px","size":0,"sizes":[]},"use_custom_post_types":"","custom_post_types":["post"],"hide_widget_if":"","carousel_enabled":"","slides_to_scroll":"1","arrows":"true","arrow_icon":"fa fa-angle-left","dots":"","autoplay":"true","pause_on_hover":"true","autoplay_speed":5000,"infinite":"true","center_mode":"","effect":"slide","speed":500,"inject_alternative_items":"","injection_items":[],"scroll_slider_enabled":"","scroll_slider_on":["desktop","tablet","mobile"],"custom_query":false,"custom_query_id":"","_element_id":""}}" data-page="1" data-pages="4" data-listing-source="posts" data-listing-id="5530" data-query-id=""><div class="jet-listing-grid__item jet-listing-dynamic-post-146611" data-post-id="146611" > <div data-elementor-type="jet-listing-items" data-elementor-id="5530" class="elementor elementor-5530" data-elementor-post-type="jet-engine"> <section class="elementor-section elementor-top-section elementor-element elementor-element-d68624c elementor-section-boxed elementor-section-height-default elementor-section-height-default" data-id="d68624c" data-element_type="section" 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How AI can improve the performance of solar technologies - PV Tech