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Zekun Shi, Ruifan Zheng, Jun Zhao, Rendong Shen, Lei Gu, Yuanchao Liu, Jiahui Wu, Guangliang Wang · 2024 · DOI 10.1016/j.enconman.2024

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PIRS: Physics-Informed Reward Shaping for SAC-Based Building Energy Management

cs.AI · 2026-05-27 · unverdicted · novelty 4.0

PIRS replaces ad-hoc temperature-deviation terms with the ISO 7730 PMV model inside a weighted multi-objective reward for SAC, yielding cost and carbon KPIs comparable to a manual baseline while outperforming non-physics rewards on load-ramping and peak-demand metrics in CityLearn v2.1.2.

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  • PIRS: Physics-Informed Reward Shaping for SAC-Based Building Energy Management cs.AI · 2026-05-27 · unverdicted · none · ref 9

    PIRS replaces ad-hoc temperature-deviation terms with the ISO 7730 PMV model inside a weighted multi-objective reward for SAC, yielding cost and carbon KPIs comparable to a manual baseline while outperforming non-physics rewards on load-ramping and peak-demand metrics in CityLearn v2.1.2.