Open access
Oct 2026
Statistical Evidence for a DQN-Family Advantage in a Resource-Coupled Satellite-Ground Scheduling Benchmark
Resource-coupled satellite-ground scheduling requires decisions whose computational, energy, thermal, and communication effects persist across task arrivals. We tested whether the deep Q-network (DQN) family provides a reproducible advantage over short-horizon planning in a synthetic benchmark with clipped, soft-constr...
Bo-Cheng Yang, Lu-Jie Zheng, Dingyang Lyu et al.
· Remote Sensing · 0 citations