{"id":86286,"date":"2024-01-24T20:10:52","date_gmt":"2024-01-24T13:10:52","guid":{"rendered":"https:\/\/ps-metalsheet.com\/site\/?p=86286"},"modified":"2026-04-28T00:57:18","modified_gmt":"2026-04-27T17:57:18","slug":"harnessing-the-power-of-ai-and-machine-learning-a-2","status":"publish","type":"post","link":"https:\/\/ps-metalsheet.com\/site\/2024\/01\/24\/harnessing-the-power-of-ai-and-machine-learning-a-2\/","title":{"rendered":"Harnessing the Power of AI and Machine Learning: A New Era for Utilities"},"content":{"rendered":"<p><img decoding=\"async\" class='wp-post-image' style='display: block;margin-left:auto;margin-right:auto;' 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\" width=\"254px\" alt=\"machine learning in utilities\"\/><\/p>\n<p><p>Thus, AI and ML are used to predict new battery material discovery and establish a new understanding of material behavior. AI helps ramp up efficiencies in network and infrastructure planning, allowing merchandisers to become more proactive. For instance, New York is planning to transition to clean energy by 2040, thus there are questions like how many solar panels or wind turbines to install, and how much energy storage capacity to build?<\/p>\n<\/p>\n<div style='text-align:center'><iframe width='560' height='311' src='https:\/\/www.youtube.com\/embed\/tMJT_j0GbMs' frameborder='0' alt='machine learning in utilities' allowfullscreen><\/iframe><\/div>\n<p><h2>Customer Management<\/h2>\n<\/p>\n<p><img decoding=\"async\" class='aligncenter' style='display: block;margin-left:auto;margin-right:auto;' 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\" width=\"257px\" alt=\"machine learning in utilities\"\/><\/p>\n<p><p>In California alone, 7,386 fires were recorded in 2023, burning over 323,000 acres across the state. The year also saw record-setting tornado outbreaks, deadly wildfires in Hawaii, and an above-normal Atlantic hurricane season. Chatbots can use large language models and prompt engineering to guide customers through common complaints and topics. Based on predefined keywords and phrases and using location-based data and analytics, the chatbot will supply a robust, rich experience for users with service questions.<\/p>\n<\/p>\n<p><img decoding=\"async\" class='aligncenter' style='display: block;margin-left:auto;margin-right:auto;' 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\" width=\"257px\" alt=\"machine learning in utilities\"\/><\/p>\n<p><h2>How to add automation efficiency with agile project management<\/h2>\n<\/p>\n<div style='text-align:center'><iframe width='569' height='310' src='https:\/\/www.youtube.com\/embed\/74_tCdDW130' frameborder='0' alt='machine learning in utilities' allowfullscreen><\/iframe><\/div>\n<p><p>Machine learning enables them to assign priority to assets which, according to their age, surrounding weather conditions, and other factors, are at highest risk of failure. By assigning highest priority to the assets at highest risk, utilities can avoid failures that lead to outages and fire hazards\u2014and possibly extend the lifespan of their <a href=\"https:\/\/leeds-welcome.com\/the-future-is-now-top-trends-in-website-development-and-design-for-2023.html\">https:\/\/leeds-welcome.com\/the-future-is-now-top-trends-in-website-development-and-design-for-2023.html<\/a> equipment as well. Despite the many benefits of AI and ML in the utilities industry, there are also some challenges that need to be addressed.<\/p>\n<\/p>\n<p><h2>Resources<\/h2>\n<\/p>\n<p><p>Machine learning in risk management can use historical and current data to create analytics models that inform predictive maintenance <a href=\"https:\/\/uofa.ru\/en\/magistralnyi-nasos-nm-10000-210-osnovnye-nasosy-nps-trehsekcionnyi-nasos-tipa\/\">https:\/\/uofa.ru\/en\/magistralnyi-nasos-nm-10000-210-osnovnye-nasosy-nps-trehsekcionnyi-nasos-tipa\/<\/a> tasks. Predictive analytics can help utility companies make informed decisions  about their asset health to improve performance, predict failures and reduce overall maintenance costs. US-based startup Resilient Entanglement offers a climate-resilient energy management system (EMS). It is a quantum-AI-powered software platform that assists utility companies in improving energy efficiency.<\/p>\n<\/p>\n<p><img decoding=\"async\" class='aligncenter' style='display: block;margin-left:auto;margin-right:auto;' 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\" width=\"259px\" alt=\"machine learning in utilities\"\/><\/p>\n<p><p>This digital twin, powered by ML algorithms, enables Enel to optimize maintenance schedules, test different operational scenarios, and improve outage response times. The company has reported a 30% improvement in fault prediction accuracy and a 15% reduction in operational costs 3. In some sophisticated energy markets, grid operators are starting to incorporate AI-based monitoring systems that have the ability to process real-time grid data, weather data, and infrastructure data in real time.<\/p>\n<\/p>\n<ul>\n<li>Sensors embedded in circuit breakers, switch gears, and transmission lines feed real-time data into AI systems, which then analyze patterns to forecast when components are likely to fail.<\/li>\n<li>These technologies have the potential to improve efficiency, reduce costs, and enhance customer experience.<\/li>\n<li>It is fundamental because it performs the actual machine learning classification, which is the primary purpose of this subsystem.<\/li>\n<li>Machine learning can provide an undeniable ROI by not only streamlining costs and service but can ensure a higher level of safety.<\/li>\n<li>In this particular scenario, not only was the alert sent about a bill that was projected to be higher than usual, it also includes actions customers can take to address the problem.<\/li>\n<\/ul>\n<p><h2>Access the power of AI<\/h2>\n<\/p>\n<p><p>By processing various data sources, these models enhance operational efficiencies and compliance with environmental standards. The convergence of digitalization  and infrastructure modernization is creating significant investment potential within the utilities sector. AI-enabled analytics can drive smarter capital allocation, helping utilities capture value from emerging demand trends and optimize asset performance. AI-driven smart meters integrate with distributed energy resources to balance demand and supply in real-time, supporting grid resilience and decarbonization efforts.<\/p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Thus, AI and ML are used to predict new battery material discovery and establish a new understanding of material behavior. AI helps ramp up efficiencies in network and infrastructure planning, allowing merchandisers to become more proactive. For instance, New York is planning to transition to clean energy by 2040, thus there are questions like how many solar panels or wind turbines to install, and how much energy storage capacity to build? Customer Management In California alone, 7,386 fires were recorded in 2023, burning over 323,000 acres across the state. The year also saw record-setting tornado outbreaks, deadly wildfires in Hawaii, and an above-normal Atlantic hurricane season. Chatbots can use large language models and prompt engineering to guide customers through common complaints and topics. Based on predefined keywords and phrases and using location-based data and analytics, the chatbot will supply a robust, rich experience for users with service questions. How to add automat [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[123],"tags":[],"class_list":["post-86286","post","type-post","status-publish","format-standard","hentry","category-utilities-news-2","post-no-thumbnail"],"_links":{"self":[{"href":"https:\/\/ps-metalsheet.com\/site\/wp-json\/wp\/v2\/posts\/86286","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ps-metalsheet.com\/site\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ps-metalsheet.com\/site\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ps-metalsheet.com\/site\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/ps-metalsheet.com\/site\/wp-json\/wp\/v2\/comments?post=86286"}],"version-history":[{"count":1,"href":"https:\/\/ps-metalsheet.com\/site\/wp-json\/wp\/v2\/posts\/86286\/revisions"}],"predecessor-version":[{"id":86287,"href":"https:\/\/ps-metalsheet.com\/site\/wp-json\/wp\/v2\/posts\/86286\/revisions\/86287"}],"wp:attachment":[{"href":"https:\/\/ps-metalsheet.com\/site\/wp-json\/wp\/v2\/media?parent=86286"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ps-metalsheet.com\/site\/wp-json\/wp\/v2\/categories?post=86286"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ps-metalsheet.com\/site\/wp-json\/wp\/v2\/tags?post=86286"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}