基于改进蜣螂优化算法的船舶电力系统故障重构

Fault reconstruction of ship power system based on improved beetle optimization algorithm

  • 摘要: 【目的】为了使船舶电力系统能从故障中快速恢复,提出一种改进蜣螂优化算法(IDBO)故障重构方法。【方法】针对蜣螂优化算法应用在船舶电力系统故障重构问题中存在易陷入局部最优、收敛速度慢、数据类型不一致等问题,进行以下改进:引入Tent混沌映射优化初始种群、调整收敛因子R,避免算法陷入局部最优;结合白鲸优化算法思想、加入变异机制,提高算法收敛速度;加入离散编码策略将连续算法映射至船舶电力系统的离散决策空间。【结果】仿真结果表明,与蜣螂优化算法、粒子群算法和遗传算法相比,IDBO在负载故障和发电机故障场景下均表现出更优的性能,能够以更高的求解精度和更快的收敛速度获得有效的船舶电力系统重构方案。对于单个发电机故障,IDBO仅需4次迭代即可找到最优方案;对于负载故障,仅需3次迭代。【结论】IDBO能够快速有效地生成系统重构方案,显著提升船舶电力系统的安全性和稳定性。

     

    Abstract: Objectives In order to enable the shipboard power system to recover rapidly from faults, an improved Dung Beetle Optimization (IDBO) algorithm-based fault reconfiguration method is proposed.Methods To address the issues of the Dung Beetle Optimizer (DBO) in ship power system fault reconfiguration, including susceptibility to local optima, slow convergence speed, and inconsistent data types, this study proposes the following improvements: Tent chaotic mapping is introduced to optimize the initial population while adjusting the convergence factor R to prevent local optima trapping; the Beluga Whale Optimization mechanism is integrated with a mutation strategy to enhance convergence efficiency; and a discrete encoding strategy is implemented to map the continuous algorithm into the discrete decision space of ship power systems. These modifications collectively improve solution quality, accelerate optimization speed, and ensure compatibility with practical engineering constraints. Results Simulation results demonstrate that, compared with the DBO, Particle Swarm Optimization, and Genetic Algorithm, the IDBO exhibits superior performance in both load fault and generator fault scenarios, achieving effective shipboard power system reconfiguration solutions with higher accuracy and faster convergence speed. For single generator faults, the optimal solution is obtained by IDBO within only 4 iterations, while for load faults, it is achieved in merely 3 iterations. Conclusions The system reconfiguration scheme is rapidly and effectively generated by IDBO, significantly enhancing the safety and stability of the shipboard power system.

     

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