禁忌搜索–粒子群算法在无功优化中的应用Application of Particle Swarm Optimization Algorithm Integrated With Tabu Search in Reactive Power Optimization
曾令全;罗富宝;丁金嫚;
摘要(Abstract):
禁忌搜索粒子群算法是针对粒子群算法局部搜索能力较弱和存在早熟收敛的问题,将禁忌搜索思想融入到粒子群算法中的混合算法,并将该算法应用到电力系统无功优化中。该方法在粒子群算法寻优过程的后期加入了禁忌表,扩大搜索空间,避免陷入局部最优。通过对IEEE 30节点测试系统和鸡西电网进行仿真计算,并与其他算法进行比较,结果表明该算法能取得更好的全局最优解,既加快了收敛速度,又提高了收敛精度。
关键词(KeyWords): 粒子群优化算法;无功优化;禁忌搜索;网损
基金项目(Foundation):
作者(Author): 曾令全;罗富宝;丁金嫚;
Email:
DOI: 10.13335/j.1000-3673.pst.2011.07.027
参考文献(References):
- [1]程浩忠,吴浩.电力系统无功与电压稳定性[M].北京:中国电力出版社,2004:37-44.
- [2]赵波,郭创新,张鹏翔,等.基于分布式协同粒子群优化算法的电力系统无功优化[J].中国电机工程学报,2005,25(21):1-7.Zhao Bo,Guo Chuangxin,Zhang Pengxiang,et al.Distributed cooperative particle swarm optimization algorithm for reactive power optiimization[J].Proceedings of the CSEE,2005,25(21):l-7(in Chinese).
- [3]袁晓辉,王乘,张勇传,等.粒子群优化算法在电力系统中的应用[J].电网技术,2004,28(19):14-19.Yuan Xiaohui,Wang Cheng,Zhang Yongchuan,et al.A survey on application of particle swarm optimization to electric power systems[J].Power System Technology,2004,28(19):14-19(in Chinese).
- [4]Clerc M,Kennedy J.The particle swarm-explosion,stability and convergence in a multidimensional complex space[J].IEEE Trans on Evolutionary Computation,2002,6(1):58-73.
- [5]Schellenberg,Antony,Rosehart,et al.Cumulant-based probabilistic optimal power flow(P-OPF)with gaussian and gamma distributions[J].IEEE Trans on Power Systems,2005,20(2):773-781.
- [6]张文,刘玉田.自适应粒子群算法及其在电力系统无功优化中的应用[J].电网技术,2006,30(8):19-23.Zhang Wen,Liu Yutian.A adaptive particle swarm optimization and its application in reactive power optimization[J].Power System Technology,2006,30(8):19-23(in Chinese).
- [7]王洪章,熊信银,吴耀武.基于改进Tabu搜索算法的电力系统无功优化[J].电网技术,2002,26(l):15-18.Wang Hongzhang,Xiong Xinyin,Wu Yaowu.Power system reactive power optimization based on modified tabu search algorithm[J].Power System Technology,2002,26(l):15-18(in Chinese).
- [8]聂宏展,张冰冰,王新,等.基于改进粒子群优化算法的电力市场下的无功优化[J].电网技术,2007,31(21):85-90.Nie Hongzhan,Zhang Bingbing,Wang Xin,et al.Research on MPSO algorithm based reactive power optimization in electricity market[J].Power System Technology,2007,31(21):85-90(in Chinese).
- [9]丁华福,姜晓伟,王丽雪.基于禁忌搜索的自适应粒子群算法[J].计算机技术与发展,2010,20(4):140-143.Ding Huafu,Jiang Xiaowei,Wang Lixue.Adaptive particle swarm optimization algorithm based on tabu search[J].Computer Technology and Development,2010,20(4):140-143(in Chinese).
- [10]何佳,吴耀武,娄素华,等.基于粒子群优化算法的电力系统动态无功优化[J].电网技术,2007,31(2):47-50.He Jia,Wu Yaowu,Lou Suhua,et al.Dynamic reactive power optimization based on particle swarm optimization algorithm[J].Power System Technology,2007,31(2):47-50(in Chinese).
- [11]刘一民,李智欢,段献忠.进化规划方法的综合改进及其在电力系统无功优化中的应用[J].电网技术,2007,31(8):47-51.Liu Yimin,Li Zhihuan,Duan Xianzhong.Synthetic improvements of evolutionary programming method and its application in reactive power optimization[J].Power System Technology,2007,31(8):47-51(in Chinese).
- [12]刘红文,张葛祥.基于改进量子遗传算法的电力系统无功优化[J].电网技术,2008,32(12):35-38.Liu Hongwen,Zhang Gexiang.A reactive power optimization method based on improved quantum-inspired genetic algorithm[J].Power System Technology,2008,32(12):35-38(in Chinese).
- [13]任晓莉,程红丽,刘健.基于禁忌搜索的变电站电压无功优化控制[J].继电器,2008,36(8):31-34.Ren Xiaoli,Cheng Hongli,Liu Jian.Voltage and reactive power control based on tabu search algorithm for substations[J].Relay,2008,36(8):31-34(in Chinese).
- [14]黄志刚,李林川,杨理,等.电力市场环境下的无功优化模型及其求解方法[J].中国电机工程学报,2003,23(12):79-83.Huang Zhigang,Li Linchuan,Yang Li,et al.The reactive power optimization model under power market and its solution[J].Proceedings of the CSEE,2003,23(12):79-83(in Chinese).
- [15]刘述奎,陈维荣,李奇,等.基于随机聚焦粒子群算法的电力系统无功优化[J].电网技术,2008,32(S2):8-11.Liu Shukui,Chen Weirong,Li Qi,et al.Reactive power optimization in power system based on stochastic focusing particle swarm optimization[J].Power System Technology,2008,32(S2):8-11(in Chinese).
- [16]娄素华,吴耀武,熊信银,等.考虑静态电压稳定裕度的多目标电网无功优化研究[J].电网技术,2005,29(17):41-44.Lou Suhua,Wu Yaowu,Xiong Xinyin,et al.Research of multiobjective reactive power optimization with static voltage stability consideration[J].Power System Technology,2005,29(17):41-44(in Chinese).
- [17]熊虎岗,程浩忠,李宏仲.基于免疫算法的多目标无功优化[J].中国电机工程学报,2006,26(11):102-108.Xiong Hugang,Cheng Haozhong,Li Hongzhong.Multi-objective reactive power optimization based on immune algorithm[J].Proceedings of the CSEE,2006,26(11):102-108(in Chinese).