Mandatory fresh-air ventilation erodes battery thermal reserve in shared-cooling EVs under derated compressor conditions, and a reserve-aware controller using physics-guided ML surrogate and barrier functions restores joint feasibility with lower energy.
IEEE Transactions on Control Systems Technology 28, 1711–1726
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Battery thermal-safety reserve erosion by mandatory cabin ventilation in shared-cooling electric vehicles
Mandatory fresh-air ventilation erodes battery thermal reserve in shared-cooling EVs under derated compressor conditions, and a reserve-aware controller using physics-guided ML surrogate and barrier functions restores joint feasibility with lower energy.