基于贪心算法的电力分布式经济调度通信拓扑优化
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华北电力大学电子与通信工程系 保定 071003

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TN913

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Communication topology optimization of power distributed dispatch based on greedy algorithm
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Department of Electronic and Communication Engineering, North China Electric Power University,Baoding 071003, China

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    摘要:

    在基于多智能体一致性算法的电力分布式经济调度中,发电单元间的信息交互依赖于通信网络,因此通信网络的拓扑结构对调度系统的性能具有重要影响。针对事件触发一致性算法下的调度系统,为进一步提升算法收敛速率,同时减轻系统通信负担的增加,提出了一种基于贪心算法的通信网络拓扑优化方法。该方法引入特征比作为性能评价指标来兼顾一致性算法收敛速率和系统通信频率,并通过逐步向通信网络拓扑中加边的方式确保每次特征比的增量最大化,从而实现通信拓扑的优化,提升调度系统的整体性能。仿真结果表明,所提方法与仅考虑系统通信频率的拓扑优化方法相比,一致性算法收敛速率提升了19.1%;与仅考虑一致性算法收敛速率的拓扑优化方法相比,系统通信频率节约了5.6%;这表明本文方法在兼顾一致性算法收敛速率与系统通信频率方面更为均衡。此外,仿真实验还验证了拓扑优化后调度系统具有较强的鲁棒性。

    Abstract:

    In the power distributed economic dispatch based on multi-agent consensus algorithm, the information interaction between generation units relies on the communication network, so the topological structure of the communication network significantly impacts the performance of the dispatch system. Aiming at the dispatch system under the event-triggered consensus algorithm, a communication network topology optimization method based on greedy algorithm is proposed to further improve the convergence rate of the algorithm while reducing the increased communication burden of the system. The method introduced the characteristic ratio as the performance evaluation index to take into account the convergence rate of the consensus algorithm and the communication frequency of the system. By successively adding edges to the communication network topology to ensure that the characteristic ratio increment is maximized at each step, so as to realize the optimization of the communication topology and improve the overall performance of the dispatch system. The simulation results show that the proposed method improves the convergence rate of the consensus algorithm by 19.1% compared with the topology optimization method that only considers system communication frequency. Compared with the topology optimization method that only considers convergence rate of the consensus algorithm, the system communication frequency is saved by 5.6%. This indicates that the proposed method is more balanced in taking into account the convergence rate of consensus algorithm and system communication frequency. Furthermore, the simulation experiments also verify the dispatch system exhibits strong robustness after topology optimization.

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何玉钧,张棋峰,牛宇宏,范浩然,吕依诺.基于贪心算法的电力分布式经济调度通信拓扑优化[J].电子测量技术,2025,48(17):94-104

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  • 在线发布日期: 2025-11-04
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