Last 5 years1,440 documents Updated 23 Sep

ML for Lithium-Ion Battery Thermal Runaway Prevention in EVs

Overview · What matters in this field right now?

Research

What is being built

Documents by area

  • 1080
  • 311
  • 39
  • 3
  • 2

What's new · What is newest in this field?

Newest in innovation

Internal short circuit prediction generation Patent · GM A Method for Lithium-ion Battery BMS Charging Control and Fault Diagnosis Based on LSTM Timing Prediction Patent · Xiamen Duzheng New Energy A thermal control method and system for power batteries based on temperature parameter calibration Patent · Laiwu Vocational And Technical College A method, device, and medium for temperature measurement of energy storage battery compartments based on edge-end collaboration. Patent · Powerchina Battery thermal runaway early warning and handling methods and related devices Patent · Hefei University Of Technology

Newest in the market

From state estimation to active intelligence: safety-aware battery management for electric vehicles - Frontiers News · Frontiers AI/ML enabled smart battery management systems in electric vehicles - Frontiers News · Frontiers Data-Driven Thermal Runaway Warning for Batteries: Research Progress and Prospects of Machine Learning Approaches News · doi.org Deep learning-based adaptive thermal runaway early warning for electric vehicle lithium-ion batteries during charging and discharging News · doi.org A hybrid deep learning model for thermal runaway prediction in large lithium-ion batteries News · doi.org

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Research · What is being built?

Where the work is growing

Dot size: documents that year
Where the work is growing
Area2021 2022 2023 2024 2025 2026 so farTotal
1080
311
0
0
39
0
0
0
3
0
0
0
0
2

What problems are they working on?

Size and shade: documents

Largest 15 of 35 problems

Latest in innovation

Internal short circuit prediction generation Patent · GM A Method for Lithium-ion Battery BMS Charging Control and Fault Diagnosis Based on LSTM Timing Prediction Patent · Xiamen Duzheng New Energy A thermal control method and system for power batteries based on temperature parameter calibration Patent · Laiwu Vocational And Technical College A method, device, and medium for temperature measurement of energy storage battery compartments based on edge-end collaboration. Patent · Powerchina Battery thermal runaway early warning and handling methods and related devices Patent · Hefei University Of Technology

Market · What is reaching the market?

Latest in the market

From state estimation to active intelligence: safety-aware battery management for electric vehicles - Frontiers News · Frontiers AI/ML enabled smart battery management systems in electric vehicles - Frontiers News · Frontiers Data-Driven Thermal Runaway Warning for Batteries: Research Progress and Prospects of Machine Learning Approaches News · doi.org Deep learning-based adaptive thermal runaway early warning for electric vehicle lithium-ion batteries during charging and discharging News · doi.org A hybrid deep learning model for thermal runaway prediction in large lithium-ion batteries News · doi.org

Rules and standards in the news

Ensuring Battery Safety in Electric Vehicles: Challenges, Developments, and Future Perspectives - Wiley Online Library News · Wiley Online Library Advancing battery safety: Integrating multiphysics and machine ... News · www.sciencedirect.com

Strategy · Where is the money and effort going?

How far along each area is

Innovation Market A year ago
How far along each area is
On its way to market
On its way to market
Selling
Being built
Being built

Money, launches and partners

Launches and deployments

A Self-Decoupling Multimodal Sensor for Enhanced Early Warning of Lithium-Ion Battery Thermal Runaway - spj.science.org News · spj.science.org ·

Partnerships

Vehicle control device and battery charging control method Patent · Auburn University, Hyundai Motor, Kia · A smart safety protection system, method, and computer-readable storage medium for charging underground power lithium batteries in coal mines. Patent · China Coal Research Institute, Tiandi Science & Technology · A method and system for monitoring battery internal temperature using multi-feature decoupling and deep learning Patent · Quanzhou Institute Of Equipment Manufacturing, Chinese Academy of Sciences · Online Battery Thermal Runaway Early Warning Method and System Based on EIS Parameter Extraction Patent · University of Science and Technology of China, State Grid Anhui Electric Power · Training methods, apparatus, and computer equipment for battery pack thermal management models Patent · Lingxiao Energy Technology, Leapmotor · A method and system for early warning of thermal runaway in energy storage batteries based on digital twin and fiber optic sensing Patent · Henan Polytechnic University, Jiangsu Shuchuang Intelligent Technology Development · Methods and systems for detecting abnormal current and providing early warning of thermal runaway in lithium-ion batteries Patent · Southern Power Grid, Anhui Zhongke Jiuan New Energy · A large-capacity energy storage system and its fault early warning method, device, and storage medium Patent · State Grid, NR Electric · Apparatus for fire detection and method thereof Patent · Hyundai Motor, Kia · An impedance spectroscopy-infrared thermography combined system and method for detecting internal short circuits in lithium batteries Patent · State Grid Zhejiang Electric Power, Xi'an Jiaotong University · BMS monitoring apparatus and method with multi-safety architecture based on AI predictive diagnosis Patent · Woogong System, Ugongsystem · A life-cycle safety management platform for explosion-proof batteries in underground electric transport vehicles Patent · China University of Mining and Technology, Changzhou Scientific Research And Development Center ·

New to this radar

A lithium battery structure Patent · Camel Energy Technology · A battery thermal management method, apparatus, device, and storage medium Patent · Xingkongjihua Shanghai Automobile Tech · A monitoring method and system for thermal runaway protection in energy storage power stations Patent · Tianjin Tier Technology · Battery management methods, devices, electronic devices and storage media Patent · Gotion High-tech · A graded active fire control method and system for lithium iron phosphate batteries Patent · State Grid Hubei Electric Power · Monitoring and Early Warning System for Power Lithium Ion Battery Transport Case and Monitoring and Early Warning Method Patent · Chongqing Jiaotong University · A Thermal Management Control Method for Power Battery Packs Based on a Thermal Network Model Patent · Anhui University of Science & Technology · Intelligent robot battery safety early warning and thermal runaway suppression method and device Patent · Nanjing Nexcon Electronics · A power battery pack safety monitoring system and monitoring method Patent · Xingyujiu Ding Technology · Battery core temperature prediction method and system based on deep learning algorithm Patent · Inha University · A multi-parameter joint early warning system and method for thermal runaway of power batteries Patent · Tongqian Technology · A predictive temperature control system for thermal management of new energy heavy-duty trucks Patent · Shaanxi Heavy Truck ·

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