{"id":814,"date":"2023-10-25T10:38:00","date_gmt":"2023-10-25T10:38:00","guid":{"rendered":"http:\/\/localhost:10109\/?p=814"},"modified":"2025-07-30T13:07:26","modified_gmt":"2025-07-30T13:07:26","slug":"artificial-intelligence-holds-the-key-to-limiting-the-risk-of-ev-battery-fires","status":"publish","type":"post","link":"https:\/\/eatron.com\/artificial-intelligence-holds-the-key-to-limiting-the-risk-of-ev-battery-fires\/","title":{"rendered":"Artificial Intelligence holds the key to limiting the risk of EV battery fires"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li>Eatron Technologies\u2019 Artificial Intelligence-powered advanced battery management software predicts EV battery failures before they happen<\/li>\n\n\n\n<li>AI-powered software identifies degradation mechanisms such as lithium plating with up to 90% accuracy and zero false positives<\/li>\n\n\n\n<li>Once a degraded cell or module is identified, the risk of catastrophic failure can be averted<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image aligncenter\"><img decoding=\"async\" data-src=\"https:\/\/eatron.com\/wp-content\/uploads\/2025\/05\/Eatron-final-1024x768.jpg\" alt=\"\" class=\"wp-image-104211 lazyload\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 1024px; --smush-placeholder-aspect-ratio: 1024\/768;\" \/><\/figure>\n\n\n\n<p>UK-based Eatron Technologies is helping vehicle manufacturers to limit the risk of EV battery fires with the pioneering use of Artificial Intelligence (AI) in its advanced battery management software.<\/p>\n\n\n\n<p>Vehicle fires are nothing new, regardless of the powertrain, but the recent emphasis has been on highlighting those involving electrified vehicles. As a result, vehicle manufacturers and the wider automotive industry now face the challenge of regaining the trust of consumers whose opinions of EVs may have been negatively impacted by recent publicity.<\/p>\n\n\n\n<p>\u201cThe reality is that EV battery fires are incredibly rare, but even one is one too many,\u201d explains Dr. Umut Genc, CEO at Eatron Technologies. \u201cAs an industry, we need to ensure the number of catastrophic battery failures reaches zero, and then stays there. Our intelligent, connected and safe automotive-grade battery management software has demonstrated that AI holds the key to achieving this.\u201d<\/p>\n\n\n\n<p>The causes of battery failure are complex, and often involve a combination of factors. One of the most common causes \u2013 lithium plating \u2013 occurs when metallic lithium deposits form around the anode. This is most likely during fast charging at low temperatures, and over time these deposits erode the performance of the battery. Left unchecked, this can lead to the growth of dendrites, needle-like structures that can pierce through the separator between the anode and the cathode, causing a short circuit within the cell. This in turn leads to a rapid self-discharge that can initiate thermal runaway, a self-sustaining chain reaction that is difficult to extinguish.<\/p>\n\n\n\n<p>Detecting lithium plating without opening the battery cell and examining the electrodes \u2013 which is largely impossible once mounted in a vehicle \u2013 is a challenge that has been the subject of intense research. And while various techniques have been developed over the years, each has their own limitations, particularly when it comes to distinguishing lithium plating from other degradation mechanisms.<\/p>\n\n\n\n<p>However, by using Artificial Intelligence, Eatron Technologies has proven that it is possible to not only detect lithium plating far more effectively, but to accurately predict when it might occur.<\/p>\n\n\n\n<p>\u201cUsing a technique called feature extraction, we transform the raw health data coming from the battery into a format that makes anomalies easier to identify. By combining this with our proprietary AI pipeline that accurately captures battery behaviour, our AI diagnostics can predict cell failures before they occur, with up to 90% accuracy and zero false positives,\u201d continued Dr. Umut Genc.<\/p>\n\n\n\n<p>Detecting a failure before it happens opens the door to dealing with it far more effectively and conveniently. That could mean altering the way the battery is managed to minimise any further damage in the short term, and ultimately to schedule a service visit for rectification at the driver\u2019s convenience.<\/p>\n\n\n\n<p>\u201cCrucially, no matter how the manufacturer chooses to respond, the failure has been avoided, and the scenes we\u2019ve seen played out in recent weeks will quickly be consigned to history.\u201d<\/p>\n\n\n\n<p><em>For further press information or to arrange an interview, please use the media contacts below.<\/em><\/p>\n\n\n\n<p><strong>About Eatron Technologies<\/strong><\/p>\n\n\n\n<p>Eatron is a fast-growing technology company dedicated to unlocking the full potential of batteries with intelligent software for all vehicle and battery manufacturers worldwide. Eatron develops AI-powered edge-to-cloud connected software platform for better, safer, durable and greener batteries in automotive, mobility and beyond.<\/p>\n\n\n\n<p>More information is available at <a href=\"http:\/\/www.localhost:10109\">www.eatron.com<\/a>.<\/p>\n\n\n\n<p><strong>Media Contact<\/strong><\/p>\n\n\n\n<p>info@eatron.com<\/p>\n","protected":false},"excerpt":{"rendered":"<p>UK-based Eatron Technologies is helping vehicle manufacturers to limit the risk of EV battery fires with the pioneering use of Artificial Intelligence (AI) in its advanced battery management software. Vehicle fires are nothing new, regardless of the powertrain, but the recent emphasis has been on highlighting those involving electrified vehicles. As a result, vehicle manufacturers &hellip; <a href=\"https:\/\/eatron.com\/artificial-intelligence-holds-the-key-to-limiting-the-risk-of-ev-battery-fires\/\">Continued<\/a><\/p>\n","protected":false},"author":1,"featured_media":432,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-814","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.9 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Artificial Intelligence holds the key to limiting the risk of EV battery fires - Eatron Technologies<\/title>\n<meta name=\"description\" content=\"Eatron\u2019s AI-powered software predicts EV battery failures with 90% accuracy, detecting lithium plating early to prevent catastrophic risks.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/eatron.com\/artificial-intelligence-holds-the-key-to-limiting-the-risk-of-ev-battery-fires\/\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Artificial Intelligence holds the key to limiting the risk of EV battery fires - Eatron Technologies\" \/>\n<meta property=\"og:description\" content=\"Eatron\u2019s AI-powered software predicts EV battery failures with 90% accuracy, detecting lithium plating early to prevent catastrophic risks.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/eatron.com\/artificial-intelligence-holds-the-key-to-limiting-the-risk-of-ev-battery-fires\/\" \/>\n<meta property=\"og:site_name\" content=\"Eatron Technologies\" \/>\n<meta property=\"article:published_time\" content=\"2023-10-25T10:38:00+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-07-30T13:07:26+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/eatron.com\/wp-content\/uploads\/2025\/05\/6f7474fd2701706c876b5804aa5e153749a31872.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1312\" \/>\n\t<meta property=\"og:image:height\" content=\"602\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"eatrontec\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"eatrontec\" \/>\n\t<meta name=\"twitter:label2\" content=\"Estimated reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"4 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/eatron.com\/artificial-intelligence-holds-the-key-to-limiting-the-risk-of-ev-battery-fires\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/eatron.com\/artificial-intelligence-holds-the-key-to-limiting-the-risk-of-ev-battery-fires\/\"},\"author\":{\"name\":\"eatrontec\",\"@id\":\"https:\/\/eatron.com\/#\/schema\/person\/63e053df111cfea5139b11c7fc897cca\"},\"headline\":\"Artificial Intelligence holds the key to limiting the risk of EV battery fires\",\"datePublished\":\"2023-10-25T10:38:00+00:00\",\"dateModified\":\"2025-07-30T13:07:26+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/eatron.com\/artificial-intelligence-holds-the-key-to-limiting-the-risk-of-ev-battery-fires\/\"},\"wordCount\":616,\"image\":{\"@id\":\"https:\/\/eatron.com\/artificial-intelligence-holds-the-key-to-limiting-the-risk-of-ev-battery-fires\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/eatron.com\/wp-content\/uploads\/2025\/05\/6f7474fd2701706c876b5804aa5e153749a31872.jpg\",\"articleSection\":[\"Blog\"],\"inLanguage\":\"en-GB\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/eatron.com\/artificial-intelligence-holds-the-key-to-limiting-the-risk-of-ev-battery-fires\/\",\"url\":\"https:\/\/eatron.com\/artificial-intelligence-holds-the-key-to-limiting-the-risk-of-ev-battery-fires\/\",\"name\":\"Artificial Intelligence holds the key to limiting the risk of EV battery fires - 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