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    Article

    Demand response management of smart grid based on Stackelberg-evolutionary joint game

    We investigated the real-time pricing demand response management system of multiple microgrids and multiple power users. Accordingly, we have proposed a Stackelberg-evolutionary joint game framework to examine...

    Jun Li, Tao Li, Daoyi Dong in Science China Information Sciences (2023)

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    Article

    Multi-channel quantum parameter estimation

    The aim of quantum metrology is to exploit quantum effects to improve the precision of parameter estimation beyond its classical limit. In this paper, we investigate the quantum parameter estimation problem wi...

    Liying Bao, Bo Qi, Yabo Wang, Daoyi Dong, Rebing Wu in Science China Information Sciences (2022)

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    Article

    Hybrid MDP based integrated hierarchical Q-learning

    As a widely used reinforcement learning method, Q-learning is bedeviled by the curse of dimensionality: The computational complexity grows dramatically with the size of state-action space. To combat this diffi...

    ChunLin Chen, DaoYi Dong, Han-**ong Li in Science China Information Sciences (2011)

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    Chapter and Conference Paper

    Grey Reinforcement Learning for Incomplete Information Processing

    New representation and computation mechanisms are key approaches for learning problems with incomplete information or in large probabilistic environments. In this paper, traditional reinforcement learning (RL)...

    Chunlin Chen, Daoyi Dong, Zonghai Chen in Theory and Applications of Models of Computation (2006)

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    Chapter and Conference Paper

    Quantum Reinforcement Learning

    A novel quantum reinforcement learning is proposed through combining quantum theory and reinforcement learning. Inspired by state superposition principle, a framework of state value update algorithm is introdu...

    Daoyi Dong, Chunlin Chen, Zonghai Chen in Advances in Natural Computation (2005)

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    Chapter and Conference Paper

    An Autonomous Mobile Robot Based on Quantum Algorithm

    In this paper, we design a novel autonomous mobile robot which uses quantum sensors to detect faint signals and fulfills some learning tasks using quantum reinforcement learning (QRL) algorithms. In this robot...

    Daoyi Dong, Chunlin Chen, Chenbin Zhang in Computational Intelligence and Security (2005)