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基于Tent映射的自适应混沌混合多目标遗传算法

, PP. 1010-1016

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Abstract:

提出一种Tent映射在计算机上实现的改进算法,有效解决了受计算机字长影响,Tent映射存在不动点和小周期的情况.将改进的Tent映射应用于混沌优化算法中,对基本NSGA-Ⅱ算法进行改进.使用混沌序列对初始种群赋值,提高算法收敛能力;使用改进的混沌搜索增强种群多样性;分别使用基本算法和改进算法对标准测试函数进行数值仿真.统计结果显示改进的算法可以在保持高效率求解的同时,得到的非劣解在收敛性和多样性指标上均优于基本NSGA-Ⅱ算法.

References

[1]  汪仲清,薛皓,李婧,等.基于双帐篷映射的伪混沌编码器及其解码方法[J].重庆邮电大学学报:自然科学版,2010,22(2):200-204 Wang Zhongqing,Xue Hao,Li Jing,et al.Realization scheme of pseudo-chaotic encoder and decoder based on double-tentmapping[J].Journal of Chongqing University of Posts and Telecommunications:Natural Science Edition,2010,22(2):200-204 (in Chinese)
[2]  Alatas B,Akin E,Ozer A B.Chaos embedded particle swarm optimization algorithms[J].Chaos,Solitons & Fractals,2009,40(4):1715-1734
[3]  Caponetto R,Fortuna L,Fazzino S,et al.Chaotic sequences to improve the performance of evolutionary algorithms[J].Evolutionary Computation,2003,7(3):289-304
[4]  雷德明,严新平,吴智铭.多目标混沌进化算法[J].电子学报,2006,34(6):1142-1145 Lei Deming,Yan Xinping,Wu Zhiming.Multi-objective chaotic evolutionary algorithm[J].Acta Electronica Sinica,2006,34(6):1142-1145(in Chinese)
[5]  单梁,强浩,李军,等.基于Tent映射的混沌优化算法[J].控制与决策,2005,20(2):179-182 Shan Liang,Qiang Hao,Li Jun,et al.Chaotic optimization algorithm based on Tent map[J].Control and Decision,2005,20(2):179-182(in Chinese)
[6]  Tavazoei M S,Haeri M.Comparison of different one-dimensional maps as chaotic search pattern in chaos optimization algorithms[J].Applied Mathematics and Computation,2007,187(2):1076-1085
[7]  张浩,张铁男,沈继红,等.Tent混沌粒子群算法及其在结构优化决策中的应用[J].控制与决策,2008,23(8):857-862 Zhang Hao,Zhang Tienan,Shen Jihong,et al.Research on decision-makings of structure optimization based on improved Tent PSO[J].Control and Decision,2008,23(8):857-862(in Chinese)
[8]  程志刚,张立庆,李小林,等.基于Tent映射的混沌混合粒子群优化算法[J].系统工程与电子技术,2007,29(1):103-106 Cheng Zhigang,Zhang Liqing,Li Xiaolin,et al.Chaotic hybrid particle swarm optimization algorithm based on Tent map[J].Systems Engineering and Elect ronics,2007,29(1):103-106(in Chinese)
[9]  高鹰,谢胜利.混沌粒子群优化算法[J].计算机科学,2004,31(8):13-15 Gao Ying,Xie Shengli.Chaos particle swarm optimization algorithm[J].Computer Science,2004,31(8):13-15 (in Chinese)
[10]  盛煜翔,潘海天,夏陆岳,等.混合混沌粒子群算法在苯与甲苯闪蒸过程优化中的应用[J].浙江工业大学学报,2010,38(3):318-321 Sheng Yuxiang,Pan Haitian,Xia Luyue,et al.Hybrid chaos particle swarm optimization algorithm and application in benzene-toluene flash vaporization[J].Journal of Zhejiang University of Technology,2010,38(3):318-321(in Chinese)
[11]  Lynch S.Dynamical systems with applications using MATLAB[M].Boston:Birkh?user Boston Product,2004:69-83
[12]  雷德明,严新平.多目标智能优化算法及其应用[M].北京:科学出版社,2009:389-390 Lei Deming,Yan Xinping.Multi-objective evolutionary optimization and application[M].Beijing:Science Press,2009:389-390(in Chinese)
[13]  公茂果,焦李成,杨咚咚,等.进化多目标优化算法研究[J].软件学报,2009(2):271-289 Gong Maoguo,Jiao Licheng,Yang Dongdong,et al.Evolutionary multi-objective optimization algorithms[J].Journal of Software,2009,20(2):271-289(in Chinese)
[14]  Li H,Zhang Q.Multiobjective optimization problems with complicated Pareto sets,MOEA/D and NSGA-Ⅱ[J].Evolutionary Computation,2009,13(2):284-302
[15]  Deb K,Pratap A,Agarwal S,et al.A fast and elitist multiobjective genetic algorithm:NSGA-Ⅱ[J].Evolutionary Computation,2002,6(2):182-197
[16]  K?ppen M,Yoshida K.Substitute distance assignments in NSGA-Ⅱ for handling many-objective optimization problems //Shigeru Obayashi,Kalyanmoy Deb.Evolutionary Multi-Criterion Optimization.Berlin:Springer,2007:727-741
[17]  Deb K,Rao N U,Karthik S.Dynamic multi-objective optimization and decision-making using modified NSGA-Ⅱ:a case study on hydro-thermal power scheduling // Shigeru Obayashi,Kalyanmoy Deb.Evolutionary Multi-Criterion Optimization.Berlin:Springer,2007:803-817
[18]  Coello C A C,Lamont G B,Van Veldhuizen D A.Evolutionary algorithms for solving multi-objective problems[M].New York:Kluwer Academic Publishers,2002:35-39
[19]  郝柏林.从抛物线谈起[M].上海:上海科技教育出版社,1993:26-45 Hao Bolin.Speaking of parabola[M].Shanghai:Shanghai Scientific & Technological Education Publishing House,1993:26-45(in Chinese)

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