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- W3207692912 abstract "The increasingly complex energy systems are turning the attention towards model-free control approaches such as reinforcement learning (RL). This work proposes novel RL-based energy management approaches for scheduling the operation of controllable devices within an electric network. The proposed approaches provide a tool for efficiently solving multi-dimensional, multi-objective and partially observable power system problems. The novelty in this work is threefold: We implement a hierarchical RL-based control strategy to solve a typical energy scheduling problem. Second, multi-agent reinforcement learning (MARL) is put forward to efficiently coordinate different units with no communication burden. Third, a control strategy that merges hierarchical RL and MARL theory is proposed for a robust control framework that can handle complex power system problems. A comparative performance evaluation of various RL-based and model-based control approaches is also presented. Experimental results of three typical energy dispatch scenarios show the effectiveness of the proposed control framework." @default.
- W3207692912 created "2021-10-25" @default.
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- W3207692912 date "2023-02-01" @default.
- W3207692912 modified "2023-10-18" @default.
- W3207692912 title "Multi-agent hierarchical reinforcement learning for energy management" @default.
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- W3207692912 doi "https://doi.org/10.1016/j.apenergy.2022.120500" @default.
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