# ML for Lithium-Ion Battery Thermal Runaway Prevention in EVs

Topic radar · 1,440 documents · 2021-01-01–2026-09-15 · updated 2026-09-23

Canonical: https://slate.greyb.com/radar/ml-for-lithium-ion-battery-thermal-runaway-prevention-in-evs/innovations

## Overview


Thermal runaway risks in electric vehicle batteries mitigated through integrated temperature, pressure, and gas monitoring networks



Early detection failures in cell monitoring addressed via multi-sensor data fusion of voltage, temperature, and gas signals



Inefficient cooling system response times reduced through predictive modeling and multi-source data fusion control strategies


## Areas

- Sensor Fusion & Data Acquisition · 1,080 documents
- Predictive Modeling & Algorithms · 39 documents
- Integrated BMS & Control Strategies · 311 documents
- Diagnostic & Safety Frameworks · 2 documents
- Digital Twins & Virtual Simulation · 3 documents