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基于不对称信息交换改进的海洋捕食者算法在电力系统经济调度中的应用

Application on power system economic dispatch of marine predator algorithm improved by asymmetric information exchange.

作者信息

Yang Cheng, Zheng Xiaoliang, Wang Jiwen, Zhang Wei, Liu Ludeng, Ma Bin, Fan Yuanzhu, Tao Qiong, Wang Hu

机构信息

State Grid Anhui Electric Power Co., Ltd, Hefei, 230000, PR China.

School of Electrical and Information Engineering, Anhui University of Science and Technology, Huainan, 232000, PR China.

出版信息

Heliyon. 2024 Aug 26;10(17):e36928. doi: 10.1016/j.heliyon.2024.e36928. eCollection 2024 Sep 15.

Abstract

The solution to the economic dispatch (ED) problem for power systems allows the power sector to reduce operating costs. However, the ED problem is a complex nonlinear and nonconvex optimization problem whose solution requires powerful algorithms. We propose a new version of the Marine Predator Algorithm (MPA), called IMPA, for solving complex ED problems. The algorithm introduces an asymmetric information exchange (AIE) mechanism, which not only accelerates to escape of local optima but also enriches the diversity of search. In this work, 12 benchmark functions were used to test the performance of the proposed algorithm IMPA. Then, the IMPA was used to solve the ED engineering problem of power system containing of 6, 13, 40, and complex 140 units. The minimum and average costs searched by IMPA are 1657962.7265$/h and 1657962.7265$/h, and they are much lower than the results of the MPA and NMPA, which means that our proposed improved IMPA improves the performance of MPA for solving the economic dispatch problem of large-scale power systems. The results show that the solutions obtained by IMPA are more competitive than those of MPA and NMPA, which provides an additional solution for cost reduction of the power system.

摘要

电力系统经济调度(ED)问题的解决方案可使电力部门降低运营成本。然而,ED问题是一个复杂的非线性非凸优化问题,其求解需要强大的算法。我们提出了一种名为IMPA的新型海洋捕食者算法(MPA)来解决复杂的ED问题。该算法引入了一种不对称信息交换(AIE)机制,不仅加速了从局部最优解的逃离,还丰富了搜索的多样性。在这项工作中,使用了12个基准函数来测试所提出的IMPA算法的性能。然后,将IMPA用于解决包含6、13、40和复杂的140个机组的电力系统的ED工程问题。IMPA搜索到的最小成本和平均成本为1657962.7265美元/小时,远低于MPA和NMPA的结果,这意味着我们提出的改进型IMPA提高了MPA解决大规模电力系统经济调度问题的性能。结果表明,IMPA获得的解比MPA和NMPA的解更具竞争力,为电力系统降低成本提供了额外的解决方案。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a351/11402229/cb72d682d44e/gr1.jpg

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