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.
Title resolution pending
2 Pith papers cite this work. Polarity classification is still indexing.
2
Pith papers citing it
fields
eess.SY 2years
2026 2verdicts
UNVERDICTED 2representative citing papers
ML surrogates (KNN and neural nets with custom loss) generate interconnector flows that enable reduced PSOMs to match full European simulation outcomes at up to 500x speedup.
citing papers explorer
-
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.
-
Surrogate Modeling of Interconnector Flows: A Machine Learning Alternative to Full-Scale Power System Simulations with Application to Cross-Border Electricity Exchange
ML surrogates (KNN and neural nets with custom loss) generate interconnector flows that enable reduced PSOMs to match full European simulation outcomes at up to 500x speedup.