PK-SDRL uses process-distance-guided action processing and a primal-dual correction budget to make deep RL dispatch of steelmaking loads both safe and cheaper than rolling MILP in the reported case studies.
Energy management of networked microgrids with real-time pricing by reinforcement learning,
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Process-Knowledge-Embedded Safe DRL for Real-Time Dispatch of Process Loads in Industrial Microgrids
PK-SDRL uses process-distance-guided action processing and a primal-dual correction budget to make deep RL dispatch of steelmaking loads both safe and cheaper than rolling MILP in the reported case studies.