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A Newton Method-Based Distributed Algorithm for Multi-Area Economic Dispatch

机译:基于牛顿法的多区域经济调度分布式算法

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摘要

In this paper, we propose a novel Newton method-based distributed algorithm (NMDA), which is also effective in solving the general single-area EDP (SAEDP), to deal with the multi-area economic dispatch problem (MAEDP), of which the focus is to minimize the total generation cost in the presence of system and generator constraints. To develop the NMDA, we first introduce a virtual SAEDP formulation to fit the framework of Newton method (NM), and then employ the average consensus protocol to obtain the global information needed to execute the NM and backtracking line search algorithm in a distributed manner. Compared with the centralized methods that can yield the optimal solution, the proposed NMDA provides a suboptimal solution with a very small relative error. The NMDA ensures the instantaneous system power balance throughout the iteration process while the centralized methods compared in this paper cannot do so. We also provide a rigorous theoretical analysis for the convergence of NMDA. Moreover, the advantage of NMDA in terms of the convergence speed is validated by comparing with other distributed methods such as the gradient-based ADMM (G-ADMM) and quasi Newton-based primal dual interior point (QN-PDIP) method. Finally, case studies demonstrate the effectiveness and scalability of the proposed distributed algorithm.
机译:在本文中,我们提出了一种新颖的基于牛顿法的分布式算法(NMDA),该算法对于解决一般的单区域EDP(SAEDP)也很有效,可以解决多区域经济调度问题(MAEDP)。重点是在存在系统和发电机约束的情况下将总发电成本降至最低。为了开发NMDA,我们首先介绍一种虚拟的SAEDP公式以适合牛顿法(NM)的框架,然后使用平均共识协议来获取执行NM和回溯线搜索算法所需的全局信息。与可以产生最优解的集中式方法相比,提出的NMDA提供了一个具有相对误差很小的次优解决方案。 NMDA可确保整个迭代过程中的瞬时系统功率平衡,而本文中比较的集中式方法则无法做到这一点。我们还为NMDA的收敛提供了严格的理论分析。此外,通过与其他分布式方法(例如基于梯度的ADMM(G-ADMM)和基于牛顿的原始双重内在点(QN-PDIP)方法)进行比较,验证了NMDA在收敛速度方面的优势。最后,案例研究证明了所提出的分布式算法的有效性和可扩展性。

著录项

  • 来源
    《IEEE Transactions on Power Systems》 |2020年第2期|986-996|共11页
  • 作者

  • 作者单位

    Univ Sci & Technol China Dept Automat Hefei 230027 Peoples R China;

    RMIT Univ Sch Engn Melbourne Vic Australia;

    Univ Sci & Technol China Inst Adv Technol Dept Automat State Key Lab Fire Sci Hefei 230027 Peoples R China|Chinese Acad Sci Key Labo Technol Geospatial Informat Proc & Appli Beijing 100190 Peoples R China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Multi-area economic dispatch; Newton method; average consensus; tie line constraints; power balance;

    机译:多区域经济调度;牛顿法平均共识;联络线约束;力量平衡;

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