Hybrid Energy-Aware Reward Shaping: A Unified Lightweight Physics-Guided Methodology for Policy Optimization. - Qijun Liao; Jue Yang; Yiting Kang; Xinxin Zhao; Yong Zhang; Mingan Zhao (CoRR, 2026)