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基于TCHBA的梯级水风光储联合系统经济调度

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为解决HBA(Honey Badger Algorithm,HBA)求解电力系统复杂案例时易出现陷入局部最优、求解结果不稳定等问题,本文在原始算法基础上引入了Tent混沌映射和柯西变异扰动,提出了一种改进蜜獾算法(Tent map and Cauchy mutation based Honey Badger Algorithm,TCHBA).TCHBA在初始化种群时,借助Tent混沌映射策略提高种群多样性;在迭代更新阶段,加入柯西变异扰动,优化搜索方法以促进全局探索,避免困于局部最优解.将TCHBA进行基准函数测试,与HBA、粒子群算法(Particle Swarm Optimization,PSO)、协方差矩阵自适应策略优化算法(Covariance Matrix Adaptation Evolution Strategy,CMA-ES)和鲸鱼优化算法(Whale Optimization Algorithm,WOA)4 种不同的算法进行对比实验,实验结果验证了TCHBA算法的有效性和准确性.最后,在一个修改的IEEE6 机 30 节点系统中展开算例分析,结果表明TCHBA算法在考虑梯级水风光储一体化出力的多能源耦合发电系统经济调度问题中有良好性能.
Economic dispatch of a cascade hydro-wind-photovoltaic-storage complementary system based on TCHBA
To solve the problems that HBA(Honey Badger Algorithm,HBA)is easy to fall into local optimum and unstable solution results when solving complex cases of power systems,this paper introduces Tent chaos mapping and Cauchy variation perturbation for modification based on the original algorithm,and proposes an improved Honey Badger Algorithm(Tent map and Cauchy mutation based Honey Badger Algorithm,TCHBA).TCHBA is used to initialize the population with the help of the Tent chaos mapping strategy in order to improve the population diversity.Further,in the iterative update phase,a Cauchy variation perturbation is added so as to improve the global search capability and avoid getting trapped in a local optimum.TCHBA was tested as a benchmark function with the help of HBA,Particle Swarm Optimization(PSO),Covariance Matrix Adaptation Evolution Strategy(CMA-ES)and Whale Optimization Algorithm(WOA).The results validate the effectiveness and accuracy of the proposed algorithm TCHBA.Finally,a modified IEEE 6-machine 30-node system is used to analyze the algorithm.The results show that the TCHBA algorithm performs well in a multi-energy coupled power generation system economic dispatch that considers the integrated output of cascade hydro-wind-photovoltaic-storage(CHWPS).

CHWPSeconomic dispatchTCHBATent mapCauchy mutation

魏伊琳、荣娜、曹韵、罗勇

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贵州大学 电气工程学院,贵阳 550025

贵州电网有限责任公司毕节供电局 毕节,550081

梯级水风光储一体化 经济调度 改进蜜獾算法 混沌映射 柯西变异扰动

2025

智能计算机与应用
哈尔滨工业大学

智能计算机与应用

影响因子:0.357
ISSN:2095-2163
年,卷(期):2025.15(1)