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It is the most comprehensive overview for machine learning applications in the battery industry and reveals the potential for significant disruption and acceleration of battery development, manufacturing and usage."> <meta property="og:type" content="book" > <meta property="og:title" content="AI-Driven Battery Technology 2025-2035: Technology, Innovation and Opportunities" > <meta property="og:description" content="This report provides key insights into five different application areas for artificial intelligence in the battery industry, including discussion of technologies, supply-chain disruption and player innovations. Market forecasts cover the next decade with both quantitative and qualitative analysis. It is the most comprehensive overview for machine learning applications in the battery industry and reveals the potential for significant disruption and acceleration of battery development, manufacturing and usage."> <meta property="og:url" content="https://www.idtechex.com/en/research-report/ai-driven-battery-technology-2025/1049"> <meta property="og:image" content="//idtxs3.imgix.net/si/40000/DC/95.png?w=1066&h=600&fit=crop&crop=faces,entropy&q=50&fm=pjpg" > <meta property="article:published_time" content="2024-11-11"> <meta property="article:publisher" content="https://www.facebook.com/IDTechExResearch/"> <meta property="book:author" content="https://www.idtechex.com/en/team/daniel-parr/3104"> <meta property="book:author" content="https://www.idtechex.com/en/team/dr-xiaoxi-he/1746"> <meta property="book:isbn" content="9781835700761"> <meta property="book:released_date" content="2024-11-11"> <meta property="og:site_name" content="IDTechEx"> <meta property="fb:app_id" content="1905389916393394"> <meta name="twitter:card" content="summary_large_image"> <meta name="twitter:site" content="@idtechex"> <meta name="twitter:creator" content="@idtechex"> <meta name="twitter:title" content="AI-Driven Battery Technology 2025-2035: Technology, Innovation and Opportunities: IDTechEx"> <meta name="twitter:description" content="This report provides key insights into five different application areas for artificial intelligence in the battery industry, including discussion of technologies, supply-chain disruption and player innovations. Market forecasts cover the next decade with both quantitative and qualitative analysis. 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href="/en/research-report/second-life-ev-batteries-2025/1056" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Second-life Electric Vehicle Batteries</a> <a href="/en/research-report/silicon-anode-batteries-2025/1052" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Silicon Anode Battery Technologies and Markets</a> <a href="/en/research-report/sodium-ion-batteries/978" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Sodium-ion Batteries</a> <a href="/en/research-report/solid-state-and-polymer-batteries-2025/1070" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Solid-State and Polymer Batteries</a> <a href="/en/research-report/thermal-energy-storage/1001" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Thermal Energy Storage</a> <a href="/en/reports/batteries-and-energy-storage/8" class="colour- colour-webtopic8 text-white list-group-item list-group-item-mod list-group-item-action btn-sm">See all reports on the topic</a> </div> </div> </div> <div class="collapse collapse-mod report-menu row mx-0" id="webtopic2_menu"> <div class="col px-0" style="margin-left:3px;"> <div class="list-group mr-0 pb-2"> <a href="/en/reports/electric-vehicles/2" class="colour- colour-webtopic2 text-white list-group-item list-group-item-mod-top-left list-group-item-action btn-sm">Electric Vehicles</a> <a href="/en/research/future-mobility-subscription" class="list-group-item-secondary list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller border-top"><span class="font-weight-light">Subscription</span><br><span class="font-weight-bold">Future Mobility Subscription</span></a> <a href="/en/research-report/electric-car-sales-models-and-technologies-database/824" class="list-group-item-secondary list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller border-top"><span class="font-weight-light">Data & Tools</span><br><span class="font-weight-bold">Electric Car Sales, Models & Technologies Database</span></a> <a href="/en/research-report/air-taxis-evtol-aircraft/998" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Air Taxis</a> <a href="/en/research-report/autonomous-trucks/1016" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Autonomous Trucks</a> <a href="/en/research-report/autonomous-vehicles-markets-2025/1045" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Autonomous Vehicles Market</a> <a href="/en/research-report/battery-electric-and-hydrogen-fuel-cell-trains-2023-2043/930" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Battery Electric & Hydrogen Fuel Cell Trains</a> <a href="/en/research-report/battery-markets-in-cam/1008" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Battery Markets in Construction, Agriculture & Mining Machines</a> <a href="/en/research-report/battery-swapping-for-evs/868" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Battery Swapping for Electric Vehicles</a> <a href="/en/research-report/charging-infrastructure-for-electric-vehicles/1035" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Charging Infrastructure for Electric Vehicles and Fleets</a> <a href="/en/research-report/copper-demand-for-cars/973" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Copper Demand for Cars</a> <a href="/en/research-report/electric-buses/1012" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Electric and Fuel Cell Buses</a> <a href="/en/research-report/electric-and-fuel-cell-trucks-2025/1054" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Electric and Fuel Cell Trucks</a> <a href="/en/research-report/electric-boats-and-ships/948" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Electric Boats & Ships</a> <a href="/en/research-report/electric-light-commercial-vehicles-2025/1048" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Electric Light Commercial Vehicles</a> <a href="/en/research-report/electric-motors/1031" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Electric Motors for Electric Vehicles</a> <a href="/en/research-report/electric-vehicles-in-construction/1022" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Electric Vehicles in Construction</a> <a href="/en/research-report/electric-vehicles-in-india/793" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Electric Vehicles in India</a> <a href="/en/research-report/evs-in-mining/994" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Electric Vehicles in Mining</a> <a href="/en/research-report/electric-vehicles-land-sea-and-air-2025-2045/1060" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Electric Vehicles</a> <a href="/en/research-report/electric-hybrid-and-fuel-cell-light-commercial-vehicles-2021-2041/783" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Electric, Hybrid & Fuel Cell Light Commercial Vehicles</a> <a href="/en/reports/electric-vehicles/2" class="colour- colour-webtopic2 text-white list-group-item list-group-item-mod-bottom-left list-group-item-action btn-sm"></a> </div> </div> <div class="col px-0" style="margin-left:2px; margin-right:2px;"> <div class="list-group mr-0 pb-2"> <a href="/en/reports/electric-vehicles/2" class="colour- colour-webtopic2 text-white list-group-item list-group-item-mod-top-right list-group-item-action btn-sm"></a> <a href="/en/research-report/fire-protection-materials-for-ev-batteries-2025/1068" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Fire Protection Materials for EV Batteries</a> <a href="/en/research-report/fuel-cell-boats-and-ships/907" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Fuel Cell Boats & Ships</a> <a href="/en/research-report/fuel-cell-evs/977" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Fuel Cell Electric Vehicles</a> <a href="/en/research-report/future-automotive-technologies/979" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Future Automotive Technologies</a> <a href="/en/research-report/heads-up-displays/991" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Heads-up Displays</a> <a href="/en/research-report/high-voltage-hybrid-cars-buses-and-trucks/788" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">High Voltage Hybrid Cars, Buses and Trucks</a> <a href="/en/research-report/li-ion-batteries-and-battery-management-systems-for-evs/957" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Li-ion Batteries and Battery Management Systems for Electric Vehicles</a> <a href="/en/research-report/li-ion-battery-market-2025/1027" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Li-ion Battery Market</a> <a href="/en/research-report/materials-for-electric-vehicle-battery-cells-and-packs-2025-2035-technologies-markets-forecasts/1057" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Materials for Electric Vehicle Battery Cells and Packs</a> <a href="/en/research-report/micro-evs/915" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Micro EVs</a> <a href="/en/research-report/off-grid-charging-for-evs/997" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Off-Grid Charging For Electric Vehicles</a> <a href="/en/research-report/plug-in-hybrid-and-battery-electric-cars/1043" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Plug-in Hybrid and Battery Electric Cars</a> <a href="/en/research-report/power-electronics-for-evs/1014" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Power Electronics for Electric Vehicles</a> <a href="/en/research-report/roboshuttles-and-autonomous-buses/1020" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Roboshuttles and Autonomous Buses</a> <a href="/en/research-report/scenario-forecasting-spreadsheet-materials-for-electric-vehicle-battery-cells-and-packs/803" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Scenario Forecasting Spreadsheet</a> <a href="/en/research-report/second-life-ev-batteries-2025/1056" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Second-life Electric Vehicle Batteries</a> <a href="/en/research-report/semiconductors-for-autonomous-and-electric-vehicles-2023-2033/921" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Semiconductors for Autonomous and Electric Vehicles</a> <a href="/en/research-report/silicon-anode-batteries-2025/1052" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Silicon Anode Battery Technologies and Markets</a> <a href="/en/research-report/sustainable-future-aviation-2025/1033" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Sustainable Future Aviation</a> <a href="/en/research-report/thermal-interface-materials/1011" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Thermal Interface Materials</a> <a href="/en/research-report/thermal-management-for-evs/1015" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Thermal Management for Electric Vehicles</a> <a href="/en/research-report/thermal-management-for-ev-power-electronics/1000" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Thermal Management for EV Power Electronics</a> <a href="/en/research-report/wireless-charging-market-for-evs/896" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Wireless Charging Market for Electric Vehicles</a> <a href="/en/reports/electric-vehicles/2" class="colour- colour-webtopic2 text-white list-group-item list-group-item-mod-bottom-right list-group-item-action btn-sm">See all reports on the topic</a> </div> </div> </div> <div class="collapse collapse-mod report-menu row mx-0" id="webtopic115_menu"> <div class="col-6 px-0" style="margin-left:3px;"> <div class="list-group mr-0 pb-2"> <a href="/en/reports/energy-and-decarbonization/115" class="colour- colour-webtopic115 text-white list-group-item list-group-item-mod list-group-item-action btn-sm">Energy & Decarbonization</a> <a href="/en/research/energy-market-intelligence-subscription" class="list-group-item-secondary list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller border-top"><span class="font-weight-light">Subscription</span><br><span class="font-weight-bold">Energy Research Subscription</span></a> <a href="/en/research-report/blue-hydrogen-production-and-markets/922" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Blue Hydrogen Production and Markets</a> <a href="/en/research-report/ccus-markets/1017" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Carbon Capture, Utilization, and Storage (CCUS) Markets</a> <a href="/en/research-report/carbon-dioxide-removal/1007" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Carbon Dioxide Removal (CDR)</a> <a href="/en/research-report/carbon-dioxide-utilization/1028" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Carbon Dioxide Utilization</a> <a href="/en/research-report/decarbonization-of-cement-2025/1050" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Decarbonization of Cement</a> <a href="/en/research-report/green-hydrogen-production/992" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Green Hydrogen Production & Electrolyzer Market</a> <a href="/en/research-report/hydrogen-economy/946" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Hydrogen Economy</a> <a href="/en/research-report/hydrogen-internal-combustion-engines/1030" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Hydrogen Internal Combustion Engines</a> <a href="/en/research-report/materials-for-green-hydrogen-production/970" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Materials for Green Hydrogen Production</a> <a href="/en/research-report/materials-for-pem-fuel-cells/987" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Materials for PEM Fuel Cells</a> <a href="/en/research-report/nuclear-small-modular-reactors/934" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Nuclear Small Modular Reactors (SMRs)</a> <a href="/en/research-report/perovskite-photovoltaic-market-2025/1062" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Perovskite Photovoltaic Market</a> <a href="/en/research-report/solid-state-and-polymer-batteries-2025/1070" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Solid-State and Polymer Batteries</a> <a href="/en/research-report/stationary-fuel-cell-markets/1037" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Stationary Fuel Cell Markets</a> <a href="/en/research-report/sustainability-for-data-centers-2025/1064" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Sustainability for Data Centers</a> <a href="/en/research-report/sustainable-biofuels-and-e-fuels-market/1039" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Sustainable Biofuels & E-Fuels Market</a> <a href="/en/research-report/thermal-energy-storage/1001" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Thermal Energy Storage</a> <a href="/en/research-report/thin-film-and-flexible-photovoltaics/885" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Thin Film & Flexible Photovoltaics</a> <a href="/en/reports/energy-and-decarbonization/115" class="colour- colour-webtopic115 text-white list-group-item list-group-item-mod list-group-item-action btn-sm">See all reports on the topic</a> </div> </div> </div> <div class="collapse collapse-mod report-menu row mx-0" id="webtopic118_menu"> <div class="col-6 px-0" style="margin-left:3px;"> <div class="list-group mr-0 pb-2"> <a href="/en/reports/food-and-agtech/118" class="colour- colour-webtopic118 text-white list-group-item list-group-item-mod list-group-item-action btn-sm">Food & AgTech</a> <a href="/en/research-report/agricultural-robots-and-drones/837" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Agricultural Robots and Drones</a> <a href="/en/research-report/biostimulants-and-biopesticides/773" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Biostimulants and Biopesticides</a> <a href="/en/research-report/cultured-meat/913" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Cultured Meat</a> <a href="/en/research-report/genetic-engineering-in-agriculture/750" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Genetic Engineering in Agriculture</a> <a href="/en/research-report/pfas-treatment-technologies/1040" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">PFAS Treatment</a> <a href="/en/research-report/plant-based-meat/823" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Plant-Based Meat</a> <a href="/en/research-report/vertical-farming/871" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Vertical Farming</a> <a href="/en/reports/food-and-agtech/118" class="colour- colour-webtopic118 text-white list-group-item list-group-item-mod list-group-item-action btn-sm">See all reports on the topic</a> </div> </div> </div> <div class="collapse collapse-mod report-menu row mx-0" id="webtopic110_menu"> <div class="col-6 px-0" style="margin-left:3px;"> <div class="list-group mr-0 pb-2"> <a href="/en/reports/healthcare/110" class="colour- colour-webtopic110 text-white list-group-item list-group-item-mod list-group-item-action btn-sm">Healthcare</a> <a href="/en/research-report/advanced-wound-care-tech/682" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Advanced Wound Care Technologies</a> <a href="/en/research-report/ai-in-drug-discovery/818" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">AI in Drug Discovery 2021</a> <a href="/en/research-report/ai-in-medical-diagnostics/766" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">AI in Medical Diagnostics</a> <a href="/en/research-report/antiviral-and-antimicrobial-tech/942" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Antiviral and Antimicrobial Technology Market</a> <a href="/en/research-report/biosensors-for-point-of-care-diagnostics/863" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Biosensors for Point-of-Care Diagnostics</a> <a href="/en/research-report/diabetes-management-2025/1059" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Diabetes Management Technologies</a> <a href="/en/research-report/digital-health-and-ai/985" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Digital Health and Artificial Intelligence</a> <a href="/en/research-report/dna-sequencing/887" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">DNA Sequencing</a> <a href="/en/research-report/electronic-skin-patches/900" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Electronic Skin Patches</a> <a href="/en/research-report/flexible-electronics-in-healthcare/731" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Flexible Electronics in Healthcare</a> <a href="/en/research-report/remote-patient-monitoring/890" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Remote Patient Monitoring</a> <a href="/en/research-report/skin-sensors/752" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Skin Sensors</a> <a href="/en/reports/healthcare/110" class="colour- colour-webtopic110 text-white list-group-item list-group-item-mod list-group-item-action btn-sm">See all reports on the topic</a> </div> </div> </div> <div class="collapse collapse-mod report-menu row mx-0" id="webtopic124_menu"> <div class="col-6 px-0" style="margin-left:3px;"> <div class="list-group mr-0 pb-2"> <a href="/en/reports/hydrogen/124" class="colour- colour-webtopic124 text-white list-group-item list-group-item-mod list-group-item-action btn-sm">Hydrogen</a> <a href="/en/research-report/battery-electric-and-hydrogen-fuel-cell-trains-2023-2043/930" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Battery Electric & Hydrogen Fuel Cell Trains</a> <a href="/en/research-report/blue-hydrogen-production-and-markets/922" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Blue Hydrogen Production and Markets</a> <a href="/en/research-report/fuel-cell-evs/977" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Fuel Cell Electric Vehicles</a> <a href="/en/research-report/green-hydrogen-production/992" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Green Hydrogen Production & Electrolyzer Market</a> <a href="/en/research-report/hydrogen-economy/946" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Hydrogen Economy</a> <a href="/en/research-report/hydrogen-internal-combustion-engines/1030" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Hydrogen Internal Combustion Engines</a> <a href="/en/research-report/long-duration-energy-storage-market/983" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Long Duration Energy Storage Market</a> <a href="/en/research-report/materials-for-green-hydrogen-production/970" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Materials for Green Hydrogen Production</a> <a href="/en/research-report/materials-for-pem-fuel-cells/987" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Materials for PEM Fuel Cells</a> <a href="/en/research-report/off-grid-charging-for-evs/997" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Off-Grid Charging For Electric Vehicles</a> <a href="/en/research-report/stationary-fuel-cell-markets/1037" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Stationary Fuel Cell Markets</a> <a href="/en/research-report/sustainable-future-aviation-2025/1033" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Sustainable Future Aviation</a> <a href="/en/reports/hydrogen/124" class="colour- colour-webtopic124 text-white list-group-item list-group-item-mod list-group-item-action btn-sm">See all reports on the topic</a> </div> </div> </div> <div class="collapse collapse-mod report-menu row mx-0" id="webtopic116_menu"> <div class="col-6 px-0" style="margin-left:3px;"> <div class="list-group mr-0 pb-2"> <a href="/en/reports/photonics/116" class="colour- colour-webtopic116 text-white list-group-item list-group-item-mod list-group-item-action btn-sm">Photonics</a> <a href="/en/research-report/advanced-semiconductor-packaging/1042" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Advanced Semiconductor Packaging</a> <a href="/en/research-report/automotive-displays/958" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Automotive Displays</a> <a href="/en/research-report/heads-up-displays/991" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Heads-up Displays</a> <a href="/en/research-report/lidar-2024-2034/995" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Lidar</a> <a href="/en/research-report/metamaterials-markets/1010" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Metamaterials Markets</a> <a href="/en/research-report/micro-led-displays/968" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Micro-LED Displays</a> <a href="/en/research-report/silicon-photonics-and-photonic-integrated-circuits-2025/1067" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Silicon Photonics and Photonic Integrated Circuits</a> <a href="/en/reports/photonics/116" class="colour- colour-webtopic116 text-white list-group-item list-group-item-mod list-group-item-action btn-sm">See all reports on the topic</a> </div> </div> </div> <div class="collapse collapse-mod report-menu row mx-0" id="webtopic1_menu"> <div class="col-6 px-0" style="margin-left:3px;"> <div class="list-group mr-0 pb-2"> <a href="/en/reports/printed-and-flexible-electronics/1" class="colour- colour-webtopic1 text-white list-group-item list-group-item-mod list-group-item-action btn-sm">Printed & Flexible Electronics</a> <a href="/en/research-report/flexible-and-printed-electronics/943" class="list-group-item-secondary list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller border-top"><span class="font-weight-light">Overview Report</span><br><span class="font-weight-bold">Flexible & Printed Electronics</span></a> <a href="/en/research-report/3d-electronics/1003" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">3D Electronics/Additive Electronics</a> <a href="/en/research-report/conductive-inks/1013" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Conductive Inks Market</a> <a href="/en/research-report/electronic-skin-patches/900" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Electronic Skin Patches</a> <a href="/en/research-report/flexible-batteries-market/1018" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Flexible Batteries Market</a> <a href="/en/research-report/flexible-electronics-in-healthcare/731" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Flexible Electronics in Healthcare</a> <a href="/en/research-report/flexible-hybrid-electronics/950" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Flexible Hybrid Electronics</a> <a href="/en/research-report/in-mold-electronics-2025/1055" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">In-Mold Electronics</a> <a href="/en/research-report/manufacturing-printed-electronics-2023-2033/916" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Manufacturing Printed Electronics</a> <a href="/en/research-report/materials-for-printed-flexible-electronics-2021-2031-technologies-applications-market-forecasts/785" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Materials for Printed/Flexible Electronics</a> <a href="/en/research-report/perovskite-photovoltaic-market-2025/1062" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Perovskite Photovoltaic Market</a> <a href="/en/research-report/printed-and-flexible-electronics-for-automotive-applications-2021-2031-technologies-and-markets/806" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Printed and Flexible Electronics for Automotive Applications</a> <a href="/en/research-report/printed-and-flexible-sensors/993" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Printed and Flexible Sensors</a> <a href="/en/research-report/smart-packaging/931" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Smart Packaging</a> <a href="/en/research-report/stretchable-and-conformal-electronics/636" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Stretchable and Conformal Electronics</a> <a href="/en/reports/printed-and-flexible-electronics/1" class="colour- colour-webtopic1 text-white list-group-item list-group-item-mod list-group-item-action btn-sm">See all reports on the topic</a> </div> </div> </div> <div class="collapse collapse-mod report-menu row mx-0" id="webtopic122_menu"> <div class="col-6 px-0" style="margin-left:3px;"> <div class="list-group mr-0 pb-2"> <a href="/en/reports/quantum-technologies/122" class="colour- colour-webtopic122 text-white list-group-item list-group-item-mod list-group-item-action btn-sm">Quantum Technologies</a> <a href="/en/research-report/quantum-communication-market/984" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Quantum Communication Market</a> <a href="/en/research-report/quantum-computing-market-2025/1053" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Quantum Computing Market</a> <a href="/en/research-report/quantum-sensors-market-2025/1063" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Quantum Sensors Market</a> <a href="/en/research-report/quantum-tech/1005" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Quantum Technology Market</a> <a href="/en/reports/quantum-technologies/122" class="colour- colour-webtopic122 text-white list-group-item list-group-item-mod list-group-item-action btn-sm">See all reports on the topic</a> </div> </div> </div> <div class="collapse collapse-mod report-menu row mx-0" id="webtopic99_menu"> <div class="col-6 px-0" style="margin-left:3px;"> <div class="list-group mr-0 pb-2"> <a href="/en/reports/robotics-and-autonomy/99" class="colour- colour-webtopic99 text-white list-group-item list-group-item-mod list-group-item-action btn-sm">Robotics & Autonomy</a> <a href="/en/research-report/agricultural-robots-and-drones/837" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Agricultural Robots and Drones</a> <a href="/en/research-report/automotive-radar-market-2025/1061" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Automotive Radar Market</a> <a href="/en/research-report/autonomous-trucks/1016" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Autonomous Trucks</a> <a href="/en/research-report/autonomous-vehicles-markets-2025/1045" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Autonomous Vehicles Market</a> <a href="/en/research-report/collaborative-robots-2025/1046" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Collaborative Robots</a> <a href="/en/research-report/drone-market-and-industries/787" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Drone Market and Industries</a> <a href="/en/research-report/future-automotive-technologies/979" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Future Automotive Technologies</a> <a href="/en/research-report/infrared-and-thermal-cameras-for-autonomy-and-in-cabin-2025-2035-technologies-opportunities-forecasts/1029" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Infrared and Thermal Cameras for Autonomy and In-Cabin</a> <a href="/en/research-report/lidar-2024-2034/995" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Lidar</a> <a href="/en/research-report/mobile-robotics-in-logistics-warehousing-and-delivery/960" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Mobile Robotics in Logistics, Warehousing and Delivery</a> <a href="/en/research-report/quantum-communication-market/984" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Quantum Communication Market</a> <a href="/en/research-report/roboshuttles-and-autonomous-buses/1020" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Roboshuttles and Autonomous Buses</a> <a href="/en/research-report/sensors-for-robotics/908" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Sensors for Robotics</a> <a href="/en/research-report/service-robots/864" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Service Robots</a> <a href="/en/research-report/software-defined-vehicles/974" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Software-Defined Vehicles, Connected Cars, and AI in Cars</a> <a href="/en/research-report/thermal-management-for-adas/875" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Thermal Management for Advanced Driver-Assistance Systems (ADAS)</a> <a href="/en/reports/robotics-and-autonomy/99" class="colour- colour-webtopic99 text-white list-group-item list-group-item-mod list-group-item-action btn-sm">See all reports on the topic</a> </div> </div> </div> <div class="collapse collapse-mod report-menu row mx-0" id="webtopic121_menu"> <div class="col-6 px-0" style="margin-left:3px;"> <div class="list-group mr-0 pb-2"> <a href="/en/reports/semiconductors-computing-and-ai/121" class="colour- colour-webtopic121 text-white list-group-item list-group-item-mod list-group-item-action btn-sm">Semiconductors, Computing & AI</a> <a href="/en/research-report/advanced-semiconductor-packaging/1042" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Advanced Semiconductor Packaging</a> <a href="/en/research-report/ai-chips/937" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">AI Chips</a> <a href="/en/research-report/ai-chips-for-edge-applications/956" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">AI Chips for Edge Applications</a> <a href="/en/research-report/ai-in-drug-discovery/818" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">AI in Drug Discovery 2021</a> <a href="/en/research-report/ai-in-medical-diagnostics/766" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">AI in Medical Diagnostics</a> <a href="/en/research-report/antenna-in-package/989" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Antenna in Package (AiP) for 5G and 6G</a> <a href="/en/research-report/chiplet-technology-2025/1041" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Chiplet Technology</a> <a href="/en/research-report/co-packaged-optics/1019" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Co-Packaged Optics (CPO)</a> <a href="/en/research-report/electrically-conductive-adhesives/830" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Electrically Conductive Adhesives</a> <a href="/en/research-report/flexible-hybrid-electronics/950" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Flexible Hybrid Electronics</a> <a href="/en/research-report/hardware-for-hpc-and-ai-2025/1058" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Hardware for HPC and AI</a> <a href="/en/research-report/materials-and-processing-for-advanced-semiconductor-packaging/1044" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Materials and Processing for Advanced Semiconductor Packaging</a> <a href="/en/research-report/materials-informatics/990" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Materials Informatics</a> <a href="/en/research-report/quantum-communication-market/984" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Quantum Communication Market</a> <a href="/en/research-report/quantum-computing-market-2025/1053" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Quantum Computing Market</a> <a href="/en/research-report/quantum-tech/1005" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Quantum Technology Market</a> <a href="/en/research-report/semiconductors-for-autonomous-and-electric-vehicles-2023-2033/921" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Semiconductors for Autonomous and Electric Vehicles</a> <a href="/en/research-report/silicon-photonics-and-photonic-integrated-circuits-2025/1067" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Silicon Photonics and Photonic Integrated Circuits</a> <a href="/en/research-report/sustainability-for-data-centers-2025/1064" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Sustainability for Data Centers</a> <a href="/en/research-report/sustainable-electronics-and-semiconductor-manufacturing-2025/1065" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Sustainable Electronics and Semiconductor Manufacturing</a> <a href="/en/research-report/thermal-management-for-5g/857" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Thermal Management for 5G</a> <a href="/en/research-report/thermal-management-for-data-centers/1036" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Thermal Management for Data Centers</a> <a href="/en/research-report/thermal-management-for-ev-power-electronics/1000" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Thermal Management for EV Power Electronics</a> <a href="/en/reports/semiconductors-computing-and-ai/121" class="colour- colour-webtopic121 text-white list-group-item list-group-item-mod list-group-item-action btn-sm">See all reports on the topic</a> </div> </div> </div> <div class="collapse collapse-mod report-menu row mx-0" id="webtopic95_menu"> <div class="col-6 px-0" style="margin-left:3px;"> <div class="list-group mr-0 pb-2"> <a href="/en/reports/sensors-haptics-and-displays/95" class="colour- colour-webtopic95 text-white list-group-item list-group-item-mod list-group-item-action btn-sm">Sensors, Haptics & Displays</a> <a href="/en/research-report/brain-computer-interfaces/1024" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Brain Computer Interfaces</a> <a href="/en/research-report/displays-for-virtual-augmented-and-mixed-reality/955" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Displays for Virtual, Augmented and Mixed Reality</a> <a href="/en/research-report/emerging-image-sensor-technologies/965" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Emerging Image Sensor Technologies</a> <a href="/en/research-report/environmental-gas-sensor-market/964" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Environmental Gas Sensor Market</a> <a href="/en/research-report/haptics-market-2025/1034" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Haptics</a> <a href="/en/research-report/heads-up-displays/991" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Heads-up Displays</a> <a href="/en/research-report/in-cabin-sensing/972" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">In-Cabin Sensing</a> <a href="/en/research-report/infrared-and-thermal-cameras-for-autonomy-and-in-cabin-2025-2035-technologies-opportunities-forecasts/1029" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Infrared and Thermal Cameras for Autonomy and In-Cabin</a> <a href="/en/research-report/lidar-2024-2034/995" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Lidar</a> <a href="/en/research-report/micro-led-displays/968" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Micro-LED Displays</a> <a href="/en/research-report/printed-and-flexible-sensors/993" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Printed and Flexible Sensors</a> <a href="/en/research-report/quantum-sensors-market-2025/1063" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Quantum Sensors Market</a> <a href="/en/research-report/quantum-tech/1005" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Quantum Technology Market</a> <a href="/en/research-report/sensor-market/1038" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Sensor Market</a> <a href="/en/research-report/sensors-for-robotics/908" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Sensors for Robotics</a> <a href="/en/research-report/skin-sensors/752" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Skin Sensors</a> <a href="/en/research-report/thermal-management-for-adas/875" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Thermal Management for Advanced Driver-Assistance Systems (ADAS)</a> <a href="/en/research-report/wearable-sensors-market-2025/1051" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Wearable Sensors Market</a> <a href="/en/reports/sensors-haptics-and-displays/95" class="colour- colour-webtopic95 text-white list-group-item list-group-item-mod list-group-item-action btn-sm">See all reports on the topic</a> </div> </div> </div> <div class="collapse collapse-mod report-menu row mx-0" id="webtopic120_menu"> <div class="col-6 px-0" style="margin-left:3px;"> <div class="list-group mr-0 pb-2"> <a href="/en/reports/sustainability/120" class="colour- colour-webtopic120 text-white list-group-item list-group-item-mod list-group-item-action btn-sm">Sustainability</a> <a href="/en/research-report/bioplastics-market-2025/1032" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Bioplastics</a> <a href="/en/research-report/ccus-markets/1017" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Carbon Capture, Utilization, and Storage (CCUS) Markets</a> <a href="/en/research-report/carbon-dioxide-removal/1007" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Carbon Dioxide Removal (CDR)</a> <a href="/en/research-report/carbon-dioxide-utilization/1028" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Carbon Dioxide Utilization</a> <a href="/en/research-report/chemical-recycling/1009" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Chemical Recycling and Dissolution of Plastics</a> <a href="/en/research-report/cultured-meat/913" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Cultured Meat</a> <a href="/en/research-report/decarbonization-of-cement-2025/1050" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Decarbonization of Cement</a> <a href="/en/research-report/emerging-alternative-leathers/980" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">Emerging Alternative Leathers</a> <a href="/en/research-report/pfas-2025/1072" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Per- and Polyfluoroalkyl Substances (PFAS) 2025</a> <a href="/en/research-report/pfas-treatment-technologies/1040" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller bg-stripe">PFAS Treatment</a> <a href="/en/research-report/sustainability-for-data-centers-2025/1064" class="list-group-item list-group-item-mod list-group-item-action btn-sm pl-2 fs-smaller">Sustainability for Data Centers</a> <a 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class="pre-title"></div> <nav><div class="breadcrumb-v6"><a href="/">Home</a><a href="/en/research-reports">Research Reports</a><a href="/en/research-report/ai-driven-battery-technology-2025/1049">AI-Driven Battery Technology 2025-2035: Technology, Innovation and Opportunities</a></div></nav> <div id="report-main" itemscope itemtype="https://schema.org/CreativeWork"> <h1 class="std" itemprop="name" id="page-title">AI-Driven Battery Technology 2025-2035: Technology, Innovation and Opportunities</h1> <h2 class="booksubtitle" itemprop="alternativeHeadline">Ten-year forecasts across five application areas for AI throughout the battery lifecycle, including technology benchmarking and data-driven market predictions. Over 20 company profiles.</h2> <div style="display:none;" class="sectionsellingpoint"></div> <div class="sectionauthors">By <a rel="author" href="https://www.idtechex.com/en/team/daniel-parr/3104">Daniel Parr</a> and <a rel="author" href="https://www.idtechex.com/en/team/dr-xiaoxi-he/1746">Dr Xiaoxi He</a></div> <div role="alert" aria-live="assertive" aria-atomic="true" class="toast hide" data-delay="10000" style="position: fixed; top: 10px; right: 25px;z-index:1100"> <div class="toast-header"> <i class="fa fa-exclamation-circle" style="color: darkblue;font-size:1.25em" aria-hidden="true"></i> <strong class="mr-auto">  IDTechEx</strong> <button type="button" class="ml-2 mb-1 close" data-dismiss="toast" aria-label="Close"> <span aria-hidden="true">×</span> </button> </div> <div class="toast-body"></div> </div> <div class="modal fade" id="loginModal" tabindex="-1" role="dialog" aria-hidden="true"> <div class="modal-dialog modal-dialog-centered" role="document"> <div 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href="https://www.idtechex.com/users/action/dl.asp?documentid=29132" class="btn btn-sm samplepages" style="color:white !important;background-color:#577cbb !important"><span>Download Sample Pages<span></a> </div> </div> </div> <div class="viewoption"> <span class="selected">Show All</span> <span data-show="description">Description</span> <span data-show="contents">Contents, Table & Figures List</span> <span class="pricing" data-show="orderinfo">Pricing</span> <span class="d-none" data-show="relatedcontent">Related Content</span></div> <div class="report-description"> <div class="blanksectionheading pagesection"></div> <div class="sectioncontent"><div>This report provides key insights into five different application areas for artificial intelligence in the battery industry, including discussion of technologies, supply-chain disruption and player innovations. Market forecasts cover the next decade with both quantitative and qualitative analysis. It is the most comprehensive overview for machine learning applications in the battery industry, and reveals the potential for significant disruption and acceleration of battery development, manufacturing and usage.</div><div> </div><div><span class="sectionbold">AI growth drivers</span></div><div>The need for net-zero has placed increasing pressure for electrification world-wide, with battery demand skyrocketing as a result. As the electric vehicle (EV) and battery energy storage system (BESS) industries grow, requirements for the batteries that power them become more demanding. Energy density is the most important factor, but cost and critical material proportions are also a major consideration. Faster battery development is needed to enable suitable batteries, as well as allow for more efficient management, manufacturing and recycling methods. Artificial intelligence (AI) will be a crucial part of the solution.</div><div> </div><div><img src="//idtxs3.imgix.net/si/40000/DC/94.png?w=1200&q=50&px=16&fm=png" data-src="//idtxs3.imgix.net/si/40000/DC/94.png?w=1200&q=50" class="lazyload mediaimg imgzmr" alt="Battery AI market, data analytics market, battery diagnostics market, data analytics trends, battery diagnostics trends, battery AI trends." data-imgzmr-url="//cdn.idtechex.com/si/40000/DC/94.png" width="1200"></div><div> </div><div><i>Visualization of AI usage throughout the battery lifecycle. Source: IDTechEx</i></div><div> </div><div>In Europe, the desire for better sustainability and safety for large battery deployments has already led to regulatory support, including the planned Battery Passport initiative, whereby manufacturers and end-users will be required to track cell data from production to end-of-life. This has already resulted in growth of AI battery analytics, for both diagnostics and second-life assessment.</div><div> </div><div>Meanwhile, for North America, the need for faster cell development and materials discovery will lead to uptake of materials informatics platforms and AI-assisted cell testing methods, while in East Asia, manufacturing- and development-related applications will fuel demand for AI-assisted battery technology. In the report, IDTechEx discusses the details of AI usage throughout the battery industry and across these three regions.</div><div> </div><div><span class="sectionbold">Emerging markets analyzed through the lens of experience</span></div><div>IDTechEx has provided the most comprehensive overview of AI technologies used throughout the battery life-cycle and supply chain, providing an overarching view of machine-learning methods generally as well as trends and growth drivers.</div><div> </div><div>IDTechEx has gathered expertise in many sectors of the battery industry, through analysis of emerging and incumbent technologies, as well as in the two major application areas for AI in batteries: electric vehicles (EVs) and energy storage systems (ESS). As such, it is well positioned to provide critical analysis on disruptions to the battery supply chain, as well as discuss the maturity and value provided by different AI use-cases.</div><div> </div><div><span class="sectionbold">An overview of content</span></div><div>The report provides market analysis and technology assessment for artificial intelligence (AI) employed throughout the battery industry, looking at five distinct application areas. This includes:</div><div>A review of technologies and techniques used in different application areas:</div><ul><li> Overview of machine learning and artificial intelligence</li><li> Evaluation of incumbent techniques and their disadvantages</li><li> Discussion of how value can be generated through use of AI</li><li> Benchmarking of AI use-cases</li></ul><div> </div><div>Market assessment for each application area:</div><ul><li> Mix of quantitative and qualitative analysis of markets for each application area (materials discovery, cell testing, manufacturing, in-life diagnostics and second-life assessment).</li><li> Review of the problems facing the battery industry, including energy-density challenges and the need for net zero</li><li> Examination of theoretical and practical value propositions for AI, compared with the incumbent</li><li> Discussion of business models and revenue streams for different players in the battery industry</li></ul><div> </div><div>Market and player analysis throughout:</div><ul><li> Review of player technology and business models</li><li> Analysis of growth drivers, especially in Europe, North America and East Asia</li><li> Market forecasts over three sectors and qualitative predictions for the rest, with a discussion of methodology and scope for each.</li></ul></div> <div class="clr"></div> <div class="blanksectionheading pagesection"></div> <div class="sectioncontent"><div><style type="text/css">.actable, .acth{border: 1px solid white;border-collapse: collapse;padding: 10px;}.actable{border-radius: 25px;}.acthead .acth{background-color:#162667;color:#ffffff;font-weight:bold;text-align:center;vertical-align:top}.actbody .acth{background-color:#375ca0;color:#ffffff;font-weight:bold;text-align:center;vertical-align:top}.actd{text-align:center;vertical-align:top;border-top: 1px solid #162667;padding: 10px;}</style><table class="actable"><thead class="acthead"><tr><th class="acth">Report Metrics</th><th class="acth">Details</th></tr></thead><tbody class="actbody"><tr><th class="acth">Forecast Period</th><td class="actd">2025 - 2035</td></tr><tr><th class="acth">Forecast Units</th><td class="actd">Global capacity (GWh), Market value (US$ millions)</td></tr><tr><th class="acth">Regions Covered</th><td class="actd">Worldwide</td></tr><tr><th class="acth">Segments Covered</th><td class="actd">Materials informatics for batteries, AI-assisted cell testing, smart battery manufacturing, cloud-based diagnostics, on-edge diagnostics, second-life assessment</td></tr></tbody></table></div></div> <div class="clr"></div> <div class="sectionheading">Analyst access from IDTechEx</div> <div class="sectioncontent"> <div>All report purchases include up to 30 minutes telephone time with an expert analyst who will help you link key findings in the report to the business issues you're addressing. This needs to be used within three months of purchasing the report.</div> </div> <div class="clr"></div> <div class="sectionheading">Further information</div> <div class="sectioncontent"> <div>If you have any questions about this report, please do not hesitate to contact our report team at <a href="mailto:research@IDTechEx.com">research@IDTechEx.com</a> or call one of our sales managers:<br></div> <div><br></div> <div><span class="sectionbold">AMERICAS (USA)</span>: <a href="tel:+1-617-577-7890">+1 617 577 7890</a><br></div> <div><span class="sectionbold">ASIA (Japan):</span> <a href="tel:+81-3-3216-7209">+81 3 3216 7209</a><br></div> <div><span class="sectionbold">ASIA:</span> <a href="tel:+82-10-3896-6219">+82 10 3896 6219</a></div> <div><span class="sectionbold">EUROPE (UK)</span> <a href="tel:+44-1223-812300">+44 1223 812300</a><br></div> </div> <div class="clr"></div> </div> <div class="order-mid"> <input type="hidden" class="samplepages" id="samplepages" 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style="color:white !important;background-color:#577cbb !important"><span>Download Sample Pages<span></a> </div> </div> </div> <div style="padding:10px 0px;"></div> </div> <div class="report-contents"> <div id="accordion"> <div class="card"> <div class="card-header"> <a class="card-link collapsed" data-toggle="collapse" href="#collapseOne" aria-expanded="false"> <div class="sectionheading"><span id="collapse-icon" class="fa fa-caret-right"></span>  Table of Contents</div> </a> </div> <div id="collapseOne" class="collapse"> <div class="card-body"> <table style="margin-left:10px"> <tr><td class="tocsection1">1.</td><td class="tocname1">EXECUTIVE SUMMARY</td></tr><tr><td class="tocsection2">1.1.</td><td class="tocname2">The scope of this report</td></tr><tr><td class="tocsection2">1.2.</td><td class="tocname2">Who should read this report?</td></tr><tr><td class="tocsection2">1.3.</td><td class="tocname2">Research methodology</td></tr><tr><td class="tocsection2">1.4.</td><td class="tocname2">Clarifying terms: machine learning vs artificial intelligence</td></tr><tr><td class="tocsection2">1.5.</td><td class="tocname2">Inefficiencies of overuse</td></tr><tr><td class="tocsection2">1.6.</td><td class="tocname2">Under- and over-fitting</td></tr><tr><td class="tocsection2">1.7.</td><td class="tocname2">Challenges facing the rechargeable battery industry</td></tr><tr><td class="tocsection2">1.8.</td><td class="tocname2">How AI can be applied throughout the battery lifecycle</td></tr><tr><td class="tocsection2">1.9.</td><td class="tocname2">AI disruptions to the battery supply chain</td></tr><tr><td class="tocsection2">1.10.</td><td class="tocname2">Use-case benchmarking</td></tr><tr><td class="tocsection2">1.11.</td><td class="tocname2">Use-case maturity comparison</td></tr><tr><td class="tocsection2">1.12.</td><td class="tocname2">AI in batteries for EVs</td></tr><tr><td class="tocsection2">1.13.</td><td class="tocname2">AI in batteries for BESS</td></tr><tr><td class="tocsection2">1.14.</td><td class="tocname2">Interest by region</td></tr><tr><td class="tocsection2">1.15.</td><td class="tocname2">Scope of forecasts</td></tr><tr><td class="tocsection2">1.16.</td><td class="tocname2">Methodologies</td></tr><tr><td class="tocsection2">1.17.</td><td class="tocname2">Diagnostics by capacity served</td></tr><tr><td class="tocsection2">1.18.</td><td class="tocname2">Diagnostics by market value</td></tr><tr><td class="tocsection2">1.19.</td><td class="tocname2">On-edge AI: diagnostics</td></tr><tr><td class="tocsection2">1.20.</td><td class="tocname2">On-edge AI: performance enhancement</td></tr><tr><td class="tocsection2">1.21.</td><td class="tocname2">Cell testing by market value</td></tr><tr><td class="tocsection2">1.22.</td><td class="tocname2">Second-life assessment by market value</td></tr><tr><td class="tocsection2">1.23.</td><td class="tocname2">AI will see significant usage throughout the battery industry</td></tr><tr><td class="tocsection1">2.</td><td class="tocname1">MACHINE LEARNING APPROACHES: AN OVERVIEW</td></tr><tr><td class="tocsection2">2.1.</td><td class="tocname2">An introduction to AI - shifting goalposts</td></tr><tr><td class="tocsection2">2.2.</td><td class="tocname2">Machine learning as a subset of artificial intelligence</td></tr><tr><td class="tocsection2">2.3.</td><td class="tocname2">Machine learning approaches</td></tr><tr><td class="tocsection2">2.4.</td><td class="tocname2">The importance of data - quality and dimensionality</td></tr><tr><td class="tocsection2">2.5.</td><td class="tocname2">Standardizing data structures</td></tr><tr><td class="tocsection2">2.6.</td><td class="tocname2">Supervised learning</td></tr><tr><td class="tocsection2">2.7.</td><td class="tocname2">Unsupervised learning</td></tr><tr><td class="tocsection2">2.8.</td><td class="tocname2">Problem classes in supervised and unsupervised learning</td></tr><tr><td class="tocsection2">2.9.</td><td class="tocname2">Reinforcement learning</td></tr><tr><td class="tocsection2">2.10.</td><td class="tocname2">Semi-supervised and active learning</td></tr><tr><td class="tocsection2">2.11.</td><td class="tocname2">The ɛ parameter: exploitation vs. exploration</td></tr><tr><td class="tocsection2">2.12.</td><td class="tocname2">Neural networks - an introduction</td></tr><tr><td class="tocsection2">2.13.</td><td class="tocname2">An artificial neuron in the training process</td></tr><tr><td class="tocsection2">2.14.</td><td class="tocname2">Types of neural network</td></tr><tr><td class="tocsection2">2.15.</td><td class="tocname2">Support vector machines</td></tr><tr><td class="tocsection2">2.16.</td><td class="tocname2">Decision tree methods</td></tr><tr><td class="tocsection2">2.17.</td><td class="tocname2">k-nearest neighbor (kNN)</td></tr><tr><td class="tocsection2">2.18.</td><td class="tocname2">k-means clustering</td></tr><tr><td class="tocsection2">2.19.</td><td class="tocname2">Principal component analysis</td></tr><tr><td class="tocsection1">3.</td><td class="tocname1">MATERIAL DISCOVERY</td></tr><tr><td class="tocsection2">3.1.</td><td class="tocname2">Overview</td></tr><tr><td class="tocsection3">3.1.1.</td><td class="tocname3">Material discovery in batteries - the attraction of AI</td></tr><tr><td class="tocsection3">3.1.2.</td><td class="tocname3">Traditional material discovery and DFT</td></tr><tr><td class="tocsection3">3.1.3.</td><td class="tocname3">An introduction to Materials Informatics</td></tr><tr><td class="tocsection3">3.1.4.</td><td class="tocname3">Property prediction and material grouping</td></tr><tr><td class="tocsection3">3.1.5.</td><td class="tocname3">Datasets and descriptors</td></tr><tr><td class="tocsection3">3.1.6.</td><td class="tocname3">The golden grail - inverting the process</td></tr><tr><td class="tocsection3">3.1.7.</td><td class="tocname3">Informed selection vs. novel material formulation</td></tr><tr><td class="tocsection3">3.1.8.</td><td class="tocname3">Virtual screening</td></tr><tr><td class="tocsection3">3.1.9.</td><td class="tocname3">De novo design</td></tr><tr><td class="tocsection3">3.1.10.</td><td class="tocname3">Integration of LLM interface</td></tr><tr><td class="tocsection3">3.1.11.</td><td class="tocname3">Electrodes</td></tr><tr><td class="tocsection3">3.1.12.</td><td class="tocname3">Electrolytes</td></tr><tr><td class="tocsection3">3.1.13.</td><td class="tocname3">Problem and algorithm classes</td></tr><tr><td class="tocsection2">3.2.</td><td class="tocname2">Players in materials informatics for batteries</td></tr><tr><td class="tocsection3">3.2.1.</td><td class="tocname3">BIG-MAP</td></tr><tr><td class="tocsection3">3.2.2.</td><td class="tocname3">Microsoft Quantum - Azure Open AI</td></tr><tr><td class="tocsection3">3.2.3.</td><td class="tocname3">Umicore</td></tr><tr><td class="tocsection3">3.2.4.</td><td class="tocname3">Wildcat Discovery Technologies</td></tr><tr><td class="tocsection3">3.2.5.</td><td class="tocname3">Schrödinger - an overview</td></tr><tr><td class="tocsection3">3.2.6.</td><td class="tocname3">Schrödinger technical details</td></tr><tr><td class="tocsection3">3.2.7.</td><td class="tocname3">Eonix Energy</td></tr><tr><td class="tocsection3">3.2.8.</td><td class="tocname3">Citrine Informatics</td></tr><tr><td class="tocsection3">3.2.9.</td><td class="tocname3">Morrow Batteries</td></tr><tr><td class="tocsection3">3.2.10.</td><td class="tocname3">Chemix</td></tr><tr><td class="tocsection3">3.2.11.</td><td class="tocname3">Aionics</td></tr><tr><td class="tocsection3">3.2.12.</td><td class="tocname3">SES AI</td></tr><tr><td class="tocsection3">3.2.13.</td><td class="tocname3">SES AI batteries</td></tr><tr><td class="tocsection2">3.3.</td><td class="tocname2">Business analysis for AI in battery material discovery</td></tr><tr><td class="tocsection3">3.3.1.</td><td class="tocname3">Business models/partnerships</td></tr><tr><td class="tocsection3">3.3.2.</td><td class="tocname3">Existing client-supplier relationships</td></tr><tr><td class="tocsection3">3.3.3.</td><td class="tocname3">Differentiation</td></tr><tr><td class="tocsection3">3.3.4.</td><td class="tocname3">Challenges</td></tr><tr><td class="tocsection3">3.3.5.</td><td class="tocname3">Materials informatics will see increasing use in the battery industry over the next decade</td></tr><tr><td class="tocsection1">4.</td><td class="tocname1">CELL TESTING AND MODELLING</td></tr><tr><td class="tocsection2">4.1.</td><td class="tocname2">Overview</td></tr><tr><td class="tocsection3">4.1.1.</td><td class="tocname3">Traditional cell testing - shortcomings and challenges</td></tr><tr><td class="tocsection3">4.1.2.</td><td class="tocname3">AI for high-throughput automated testing</td></tr><tr><td class="tocsection3">4.1.3.</td><td class="tocname3">Data forms for cell modelling</td></tr><tr><td class="tocsection3">4.1.4.</td><td class="tocname3">AI for design of experiment (DoE) and anomalous data identification</td></tr><tr><td class="tocsection3">4.1.5.</td><td class="tocname3">AI for lifetime modelling</td></tr><tr><td class="tocsection3">4.1.6.</td><td class="tocname3">AI for degradation modelling</td></tr><tr><td class="tocsection3">4.1.7.</td><td class="tocname3">AI for temperature and pressure simulation</td></tr><tr><td class="tocsection3">4.1.8.</td><td class="tocname3">Data driven cell architecture optimization</td></tr><tr><td class="tocsection3">4.1.9.</td><td class="tocname3">Algorithmic approaches for different testing modes</td></tr><tr><td class="tocsection2">4.2.</td><td class="tocname2">Players in AI for cell testing</td></tr><tr><td class="tocsection3">4.2.1.</td><td class="tocname3">Stanford, MIT and Toyota Research Institute</td></tr><tr><td class="tocsection3">4.2.2.</td><td class="tocname3">StoreDot - a data-first approach</td></tr><tr><td class="tocsection3">4.2.3.</td><td class="tocname3">StoreDot's batteries</td></tr><tr><td class="tocsection3">4.2.4.</td><td class="tocname3">Safion</td></tr><tr><td class="tocsection3">4.2.5.</td><td class="tocname3">TWAICE</td></tr><tr><td class="tocsection3">4.2.6.</td><td class="tocname3">Oorja Energy</td></tr><tr><td class="tocsection3">4.2.7.</td><td class="tocname3">Addionics</td></tr><tr><td class="tocsection3">4.2.8.</td><td class="tocname3">Monolith AI</td></tr><tr><td class="tocsection3">4.2.9.</td><td class="tocname3">Speedgoat</td></tr><tr><td class="tocsection3">4.2.10.</td><td class="tocname3">DNV Energy Systems via Veracity</td></tr><tr><td class="tocsection3">4.2.11.</td><td class="tocname3">NOVONIX and SandboxAQ</td></tr><tr><td class="tocsection3">4.2.12.</td><td class="tocname3">Cell testing players summary</td></tr><tr><td class="tocsection2">4.3.</td><td class="tocname2">Business analysis for AI in cell testing</td></tr><tr><td class="tocsection3">4.3.1.</td><td class="tocname3">Typical business models</td></tr><tr><td class="tocsection3">4.3.2.</td><td class="tocname3">Differentiation</td></tr><tr><td class="tocsection3">4.3.3.</td><td class="tocname3">Challenges</td></tr><tr><td class="tocsection3">4.3.4.</td><td class="tocname3">AI is well-placed to revolutionize the cell testing process for battery development, but it will take time</td></tr><tr><td class="tocsection1">5.</td><td class="tocname1">CELL ASSEMBLY AND MANUFACTURING</td></tr><tr><td class="tocsection2">5.1.</td><td class="tocname2">Overview</td></tr><tr><td class="tocsection3">5.1.1.</td><td class="tocname3">Overview of traditional manufacturing process</td></tr><tr><td class="tocsection3">5.1.2.</td><td class="tocname3">Data quality challenges</td></tr><tr><td class="tocsection3">5.1.3.</td><td class="tocname3">Data acquisition challenges in industrial settings</td></tr><tr><td class="tocsection3">5.1.4.</td><td class="tocname3">AI for defect detection and quality control</td></tr><tr><td class="tocsection3">5.1.5.</td><td class="tocname3">AI for manufacturing process efficiency</td></tr><tr><td class="tocsection3">5.1.6.</td><td class="tocname3">Algorithmic approaches in manufacturing and cell assembly</td></tr><tr><td class="tocsection3">5.1.7.</td><td class="tocname3">Digital twins</td></tr><tr><td class="tocsection3">5.1.8.</td><td class="tocname3">FAT/SAT</td></tr><tr><td class="tocsection2">5.2.</td><td class="tocname2">Smart battery manufacturing players</td></tr><tr><td class="tocsection3">5.2.1.</td><td class="tocname3">CATL - smart factories</td></tr><tr><td class="tocsection3">5.2.2.</td><td class="tocname3">CATL - manufacturing process optimization</td></tr><tr><td class="tocsection3">5.2.3.</td><td class="tocname3">Siemens Xcelerator</td></tr><tr><td class="tocsection3">5.2.4.</td><td class="tocname3">Samsung Robotic Laboratory: ASTRAL</td></tr><tr><td class="tocsection3">5.2.5.</td><td class="tocname3">Voltaiq</td></tr><tr><td class="tocsection3">5.2.6.</td><td class="tocname3">BMW Group and University of Zagreb</td></tr><tr><td class="tocsection3">5.2.7.</td><td class="tocname3">EthonAI</td></tr><tr><td class="tocsection3">5.2.8.</td><td class="tocname3">Elisa IndustrIQ</td></tr><tr><td class="tocsection3">5.2.9.</td><td class="tocname3">Smart battery manufacturing players summary</td></tr><tr><td class="tocsection2">5.3.</td><td class="tocname2">Business analysis for smart battery manufacturing</td></tr><tr><td class="tocsection3">5.3.1.</td><td class="tocname3">Types of smart battery manufacturing players</td></tr><tr><td class="tocsection3">5.3.2.</td><td class="tocname3">Challenges</td></tr><tr><td class="tocsection3">5.3.3.</td><td class="tocname3">Smart factories could become standard for larger players, but startups will struggle to adopt</td></tr><tr><td class="tocsection1">6.</td><td class="tocname1">BATTERY MANAGEMENT SYSTEM ANALYTICS</td></tr><tr><td class="tocsection2">6.1.</td><td class="tocname2">Overview</td></tr><tr><td class="tocsection3">6.1.1.</td><td class="tocname3">Battery management in mobility and ESS - the need for accurate diagnostics</td></tr><tr><td class="tocsection3">6.1.2.</td><td class="tocname3">Management of multi-cell battery packs - a basic example</td></tr><tr><td class="tocsection3">6.1.3.</td><td class="tocname3">The purpose of a BMS</td></tr><tr><td class="tocsection3">6.1.4.</td><td class="tocname3">The data pipeline - from BMS to AI</td></tr><tr><td class="tocsection3">6.1.5.</td><td class="tocname3">Data structures and forms for diagnostics</td></tr><tr><td class="tocsection3">6.1.6.</td><td class="tocname3">Fault detection and analysis</td></tr><tr><td class="tocsection3">6.1.7.</td><td class="tocname3">SoH and SoC determination for lifetime optimization</td></tr><tr><td class="tocsection3">6.1.8.</td><td class="tocname3">The genesis of 'prescriptive' AI</td></tr><tr><td class="tocsection3">6.1.9.</td><td class="tocname3">Algorithmic approaches to battery system management</td></tr><tr><td class="tocsection3">6.1.10.</td><td class="tocname3">The Battery Passport</td></tr><tr><td class="tocsection2">6.2.</td><td class="tocname2">Players in AI for battery diagnostics and management</td></tr><tr><td class="tocsection3">6.2.1.</td><td class="tocname3">ACCURE Battery Intelligence</td></tr><tr><td class="tocsection3">6.2.2.</td><td class="tocname3">TWAICE</td></tr><tr><td class="tocsection3">6.2.3.</td><td class="tocname3">BattGenie</td></tr><tr><td class="tocsection3">6.2.4.</td><td class="tocname3">volytica diagnostics</td></tr><tr><td class="tocsection3">6.2.5.</td><td class="tocname3">On-edge AI</td></tr><tr><td class="tocsection3">6.2.6.</td><td class="tocname3">Samsung: Battery AI in S25</td></tr><tr><td class="tocsection3">6.2.7.</td><td class="tocname3">Eatron and Syntient</td></tr><tr><td class="tocsection3">6.2.8.</td><td class="tocname3">LG Energy Solution and Qualcomm</td></tr><tr><td class="tocsection3">6.2.9.</td><td class="tocname3">Tesla BMS: optimization over a journey</td></tr><tr><td class="tocsection3">6.2.10.</td><td class="tocname3">Cell diagnostics players summary</td></tr><tr><td class="tocsection2">6.3.</td><td class="tocname2">Business analysis for AI-assisted battery diagnostics and management</td></tr><tr><td class="tocsection3">6.3.1.</td><td class="tocname3">Business models</td></tr><tr><td class="tocsection3">6.3.2.</td><td class="tocname3">Differentiation</td></tr><tr><td class="tocsection3">6.3.3.</td><td class="tocname3">Challenges</td></tr><tr><td class="tocsection3">6.3.4.</td><td class="tocname3">Data-focused battery analytics will take off in Europe and see growth in the wider mobility industry</td></tr><tr><td class="tocsection1">7.</td><td class="tocname1">SECOND LIFE ASSESSMENT</td></tr><tr><td class="tocsection2">7.1.</td><td class="tocname2">Overview</td></tr><tr><td class="tocsection3">7.1.1.</td><td class="tocname3">Second-life batteries: an overview</td></tr><tr><td class="tocsection3">7.1.2.</td><td class="tocname3">Determining the second-life stream</td></tr><tr><td class="tocsection3">7.1.3.</td><td class="tocname3">Safety concerns and regulations</td></tr><tr><td class="tocsection3">7.1.4.</td><td class="tocname3">The battery passport</td></tr><tr><td class="tocsection3">7.1.5.</td><td class="tocname3">The use of AI</td></tr><tr><td class="tocsection3">7.1.6.</td><td class="tocname3">Algorithmic approaches and data inputs/outputs</td></tr><tr><td class="tocsection2">7.2.</td><td class="tocname2">Players in AI for second-life battery assessment</td></tr><tr><td class="tocsection3">7.2.1.</td><td class="tocname3">ReJoule</td></tr><tr><td class="tocsection3">7.2.2.</td><td class="tocname3">volytica diagnostics and Cling Systems</td></tr><tr><td class="tocsection3">7.2.3.</td><td class="tocname3">NOVUM</td></tr><tr><td class="tocsection3">7.2.4.</td><td class="tocname3">DellCon</td></tr><tr><td class="tocsection3">7.2.5.</td><td class="tocname3">Second-life assessment player summary</td></tr><tr><td class="tocsection2">7.3.</td><td class="tocname2">Business analysis for AI-assisted second-life assessment</td></tr><tr><td class="tocsection3">7.3.1.</td><td class="tocname3">Revenue streams - somewhat ambiguous</td></tr><tr><td class="tocsection3">7.3.2.</td><td class="tocname3">Types of players</td></tr><tr><td class="tocsection3">7.3.3.</td><td class="tocname3">Differentiation</td></tr><tr><td class="tocsection3">7.3.4.</td><td class="tocname3">Challenges</td></tr><tr><td class="tocsection3">7.3.5.</td><td class="tocname3">AI for second-life assessment in batteries will become the norm in Europe</td></tr><tr><td class="tocsection1">8.</td><td class="tocname1">FORECASTS</td></tr><tr><td class="tocsection2">8.1.</td><td class="tocname2">Diagnostics by capacity served</td></tr><tr><td class="tocsection2">8.2.</td><td class="tocname2">Diagnostics by market value</td></tr><tr><td class="tocsection2">8.3.</td><td class="tocname2">Cell testing by market value</td></tr><tr><td class="tocsection2">8.4.</td><td class="tocname2">Second-life assessment by market value</td></tr><tr><td class="tocsection1">9.</td><td class="tocname1">COMPANY PROFILES</td></tr><tr><td class="tocsection2">9.1.</td><td class="tocname2">ACCURE</td></tr><tr><td class="tocsection2">9.2.</td><td class="tocname2">Addionics</td></tr><tr><td class="tocsection2">9.3.</td><td class="tocname2">Aionics Inc.</td></tr><tr><td class="tocsection2">9.4.</td><td class="tocname2">BattGenie Inc.</td></tr><tr><td class="tocsection2">9.5.</td><td class="tocname2">Chemix</td></tr><tr><td class="tocsection2">9.6.</td><td class="tocname2">Eatron Technologies</td></tr><tr><td class="tocsection2">9.7.</td><td class="tocname2">Elisa IndustrIQ</td></tr><tr><td class="tocsection2">9.8.</td><td class="tocname2">Eonix Energy</td></tr><tr><td class="tocsection2">9.9.</td><td class="tocname2">EthonAI</td></tr><tr><td class="tocsection2">9.10.</td><td class="tocname2">Monolith AI</td></tr><tr><td class="tocsection2">9.11.</td><td class="tocname2">Oorja Energy</td></tr><tr><td class="tocsection2">9.12.</td><td class="tocname2">ReJoule</td></tr><tr><td class="tocsection2">9.13.</td><td class="tocname2">Safion GmbH</td></tr><tr><td class="tocsection2">9.14.</td><td class="tocname2">Schrödinger Update</td></tr><tr><td class="tocsection2">9.15.</td><td class="tocname2">SES AI</td></tr><tr><td class="tocsection2">9.16.</td><td class="tocname2">Silver Power Systems</td></tr><tr><td class="tocsection2">9.17.</td><td class="tocname2">StoreDot</td></tr><tr><td class="tocsection2">9.18.</td><td class="tocname2">TWAICE</td></tr><tr><td class="tocsection2">9.19.</td><td class="tocname2">Voltaiq</td></tr><tr><td class="tocsection2">9.20.</td><td class="tocname2">volytica diagnostics</td></tr><tr><td class="tocsection2">9.21.</td><td 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