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Fully distributed energy management in smart grids based on diffusion strategy

机译:基于扩散策略的智能电网全部分布式能源管理

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摘要

High penetration of distributed energy resources will bring extreme challenges to the existing centralized energy management approach as the system becomes much more decentralized than before. To address this issue, this paper proposes a fully distributed algorithm based on diffusion strategy to solve the optimal energy management. First, the optimal resource management is modelled as a social welfare maximization problem with considering the generation cost, users? utility and network power losses. Then, a fully distributed algorithm is developed based on the diffusion strategy. By introducing a diffusion term, the information is diffused more thoroughly in the network. Moreover, theoretical analysis is present to show the impact of the control gain on the algorithm?s stability using eigenvalue perturbation theory. Compared with consensus strategy-based algorithm, the proposed control scheme is superior in terms of both stability and convergence speed. Finally, several simulation studies are conducted to verify the effectiveness of the proposed algorithm.
机译:分布式能源资源的高渗透将为现有的集中能源管理方法带来极大的挑战,因为系统变得比以前更加分散。为了解决这个问题,本文提出了一种基于扩散策略的全分布式算法来解决最佳能源管理。首先,通过考虑代表成本,用户来说,最佳资源管理被建模为社会福利最大化问题?实用与网络电力损耗。然后,基于扩散策略开发完全分布式算法。通过引入扩散项,信息在网络中更彻底地扩散信息。此外,存在理论分析以显示使用特征值扰动理论对算法控制增益对算法的影响。与基于共识策略的算法相比,所提出的控制方案在稳定性和收敛速度方面优越。最后,进行了几项模拟研究以验证所提出的算法的有效性。

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  • 来源
    《International journal of electrical power and energy systems》 |2021年第7期|106759.1-106759.9|共9页
  • 作者单位

    Huazhong Univ Sci & Technol Inst Artificial Intelligence Wuhan Peoples R China|Huazhong Univ Sci & Technol State Key Lab Adv Electromagnet Engn & Technol Wuhan Peoples R China|Huazhong Univ Sci & Technol Sch Elect & Elect Engn Wuhan Peoples R China;

    Huazhong Univ Sci & Technol State Key Lab Adv Electromagnet Engn & Technol Wuhan Peoples R China|Huazhong Univ Sci & Technol Sch Elect & Elect Engn Wuhan Peoples R China;

    State Grid Hubei Elect Power Res Inst Wuhan Peoples R China;

    Huazhong Univ Sci & Technol Inst Artificial Intelligence Wuhan Peoples R China|Huazhong Univ Sci & Technol State Key Lab Adv Electromagnet Engn & Technol Wuhan Peoples R China|Huazhong Univ Sci & Technol Sch Elect & Elect Engn Wuhan Peoples R China;

    Univ Strathclyde Dept Elect & Elect Engn Glasgow G1 1XW Lanark Scotland;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Distributed energy management; Diffusion strategy; Eigenvalue perturbation theory; Smart grids;

    机译:分布式能源管理;扩散策略;特征值扰动理论;智能电网;

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