Fuel cell hybrid electric vehicle；Multi-agent reinforcement learning；Energy management；Air supply control；Integrated control strategy；Equivalent hydrogen consumption
PEMWE, three dimension, non-uniformity of temperature distribution, efficiency optimization, thremal constraint
Wind-solar hydrogen production system, Energy management strategy, Power fluctuation, Fuzzy logic control, Low-pass filtering, Multi-objective optimization.
Photovoltaic hydrogen production system, Dual-layer energy management strategy, Fuzzy logic control, Model predictive control, System economic performance, Lifetime degradation model
Wind-solar hydrogen production system, Energy Management Strategy, Power fluctuation, Hydrogen production, Deep Deterministic Policy Gradient.
Photovoltaic hydrogen production system, Dual-layer energy management strategy, Fuzzy logic control, Model predictive control, System economic performance, Lifetime degradation.
Ammonia, Hydrogen, Hydrocarbon fuels, COx, NOx & PAH
Wind-solar hydrogen production, Hybrid ALK-PEM electrolyzer system, Energy management strategy, Corridor-and-reserve planning, Health-aware coordination, Safety-filtered execution
Dual-layer energy management strategy, Fuzzy logic control, Model predictive control, Residual fluctuation, System economic performance, Lifetime degradation
PEM water electrolyzer, Multiphysics coupling, Clamping pressure, Parameter prioritization
PEM water electrolyzer, Thermal management, Transient thermal response, Performance inversion
