Real-Time Multi-Sensor Fusion Framework for Early Fault Detection in EV Lithium-Ion Batteries

Sensors• Voltage Sensors• Current Sensors• Temperature Sensors (NTC, PTC, RTDs)• Pressure Sensor• Gas Sensors• Strain/Stress Sensors

Multi-Sensor Fusion Framework• Signal Processing• Noise Removal• Machine Learning• Fault Detection & Classification

Real-Time Alerts & Fault Response• Load Reduction• Cooling Control• Cell Isolation• Emergency Shutdown

Battery Management System (BMS)

Outcomes• Improved Safety &amp; Reliability• Early Fault Detection• Reduced False Alarms• Extended Battery Lifespan

FUHJ