南京大学学报(自然科学版) ›› 2016, Vol. 52 ›› Issue (4): 638.
林要华1*,梁 忠1,胡华平2
Lin Yaohua1*,Liang Zhong1,Hu Huaping2
摘要: Lévy Flights随机走动是布谷鸟搜索算法用于发现新个体的主要部件之一,其采用固定的步长因子.提出一种带贝塔分布的布谷鸟搜索算法,该算法采用贝塔分布随机数动态设置Lévy Flights随机走动步长比例因子的方式,可以加强布谷鸟搜索算法的收敛速度和求精能力.仿真实验说明采用贝塔分布随机数作为Lévy Flights随机走动步长比例因子是可行的和有效的,而且性能总体上优于固定因子和基于均匀分布随机数的比例因子.
[1] Noman N,Iba H.Accelerating differential evolution using an adaptive local search.IEEE Transactions on Evolutionary Computation,2008,12(1):107-125. [2] Karaboda D.An idea based on honey bee swarm for numerical optimization.Technical Report.Erciyes University,Engineering Faculty,Computer Engineering Department,2005. [3] Yang X S.Natureinspired metaheuristic algorithms.The 2nd Edition.Frome,UK:Luniver Press,2010,81. [4] Gao H Y,Diao M.Cultural firework algorithm and its application for digital filters design.International Journal of Modelling,Identification and Control,2011,14(4):324-331. [5] Yang X S,Deb S.Cuckoo search via Levy flight.In:Proceedings of World Congress on Nature & Biologically Inspired Computing(NaBIC 2009 india).USA:IEEE Publications,2009:210-214. [6] Yang X,Deb S.Engineering optimization by cuckoo search.International Journal of Mathematical Modelling and Numerical Optimisation,2010,1(4):330-343. [7] Wang F,He X S,Luo L G,et al.Hybrid optimization algorithm of PSO and cuckoo search.In:Proceedings of the 2nd International Conference on Artificial Intelligence,Management Science and Electronic Commerce(AIMSEC).Piscataway,NJ:IEEE,2011:1172-1175. [8] Wang G G,Guo L H,Duan H,et al.A hybrid metaheuristic DE/CS algorithm for UCAV path planning.Journal of Information & Computational Science,2012,9(16):4811-4818. [9] 胡欣欣,尹义龙.求解函数优化问题的合作协同进化布谷鸟搜索算法.模式识别与人工智能,2013,26(11):1041-1049.(Hu X X,Yin Y L.Cooperative coevolutionary cuckoo search algorithm for continuous function optimization problems.Pattern Recognition and Artificial Intelligence,2013,26(11):1041-1049.) [10] Li X T,Wang J N,Yin M H.Enhancing the performance of Cuckoo search algorithm using orthogonal learning method.Neural Computing & Applications,2014,24(6):1233-1247. [11] 李 娟,李香元,田莎莎等.基于精英反向学习的混沌布谷鸟搜索算法.武汉大学学报(理学版),2015,61(4):356-362.(Li J,Li X Y,Tian S S,et al.A Cuckoo searching algorithm using elite oppositionbased learning and chaotic disturbance.Journal of Wuhan University(Natural Science Edition),2015,61(4):356-362.) [12] Wang L,Zhong Y,Yin Y.A hybrid cooperative cuckoo search algorithm with particle swarm optimization.International Journal of Computing Science and Mathematics,2015,6(1):18-29. [13] Wang L,Zhong Y.One position inheritance based cuckoo search algorithm.International Journal of Computing Science and Mathematics,2015,6(6):546-554. [14] 王李进,尹义龙,钟一文.逐维改进的布谷鸟搜索算法.软件学报,2013,24(11):2687-2698.(Wang L J,Yin Y L,Zhong Y W.Cuckoo search algorithm with dimension by dimension improvement.Journal of Software,2013,24(11):2687-2698.) [15] 王李进,钟一文,尹义龙.带外部存档的正交交叉布谷鸟搜索算法.计算机研究与发展,2015,52(11):2496-2507.(Wang L J,Zhong Y W,Yin Y L.Orthogonal crossover Cuckoo search algorithm with external archive.Journal of Computer Research and Development,2015,52(11):2496-2507.) [16] 屈迟文,傅彦铭,黄小龙.基于交流算子与混沌扰动的布谷鸟优化算法.小型微型计算机系统,2014,35(2):384-387.(Qu C W,Fu Y M,Huang X L.Cuckoo optimal algorithm based on exchange operator and chaotic disturbance.Journal of Chinese Computer Systems,2014,35(2):384-387.) [17] 梁 忠,林要华,周术诚.带反方向视角和二项交叉的布谷鸟搜索算法.计算机科学与探索,2015,9(8):1010-1017.(Liang Z,Lin Y H,Zhou S C.Cuckoo search algorithm with reverse direction and binomial crossover.Journal of Frontiers of Computer Science and Technology,2015,9(8):1010-1017.) [18] 胡欣欣.求解函数优化问题的改进布谷鸟搜索算法.计算机工程与设计,2013,34(10):3639-3642.(Hu X X.Improved cuckoo search algorithm for function optimization problems.Computer Engineering and Design,2013,34(10):3639-3642.) [19] Valian E,Mohanna S,Tavakoli S.Improved cuckoo search algorithm for global optimization.International Journal of Communications and Information Technology,2011,1(1):31-44. [20] 张永韡,汪 镭,吴启迪.动态适应布谷鸟搜索算法.控制与决策,2014,29(4):617-622.(Zhang Y W,Wang L,Wu Q D.Dynamic adaptation Cuckoo search algorithm.Control and Decision,2014,29(4):617-622.) [21] Wang L,Zhong Y.Cuckoo search algorithm with chaotic maps.Mathematical Problems in Engineering,2015,Article ID:769245. [22] Wang L,Yin Y,Zhong Y.Cuckoo search with varied scaling factor.Frontiers of Computer Science,2015,9(4):623-635. [23] Suganthan P N,Hansen N,Liang J J,et al.Problem definitions and evaluation criteria for the CEC2005 special session on realparameter optimization.Technical Report.Nanyang Technological University,Singapore,2005. [24] García S,Molina D,Lozano M,et al.A study on the use of nonparametric tests for analyzing the evolutionary algorithms’behavior:A case study on the CEC’2005 special session on real parameter optimization.Journal of Heuristics,2009,15(6):617-644. |
No related articles found! |
|