Author

Hua-Ying Qiao

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Review Open access Oct 2026

Expansion force and pressure sensing for mechanics-aware battery management in electric vehicles: from state estimation to early safety warning

Conventional battery management systems (BMSs) for electric vehicles rely primarily on voltage, current, and surface temperature, potentially overlooking mechanical signatures of degradation and incipient failure. This mini review examines expansion force and pressure sensing as complementary observables for mechanics-...

Feng Li, Hua-Ying Qiao, Li-Hua Jiang et al. · Frontiers of Mechanical Engi... · 0 citations

Review Open access Sep 2026

From state estimation to active intelligence: safety-aware battery management for electric vehicles

Battery management systems (BMSs) are increasingly required to convert incomplete electrical and thermal measurements into safe control actions rather than merely report battery states. This Mini Review focuses on two deployment questions that connect electrochemistry with control: how electrochemical states can be mad...

Feng Li, Yuan Li, Wen-Qi Wu et al. · Frontiers in Chemistry · 0 citations