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第2期 黎延海,等:一种求解多模态复杂问题的混合和声差分算法 ·289· [4]DEEPA O,SENTHILKUMAR A.Swarm intelligence from 39(5):5271-5278 natural to artificial systems:ant colony optimization[J].In- [14]ARUL R,RAVI G,VELUSAMI S.Chaotic self-adaptive ternational journal on applications of graph theory in wire- differential harmony search algorithm based dynamic eco- less Ad hoc networks and sensor networks,2016,8(1): nomic dispatch[J].International journal of electrical power 9-17. and energy systems,2013,50:85-96. [5]MAHDAVI M,FESANGHARY M,DAMANGIR E.An [15]雍龙泉,刘三阳,张建科,等.基于差分算子的和声搜索 improved harmony search algorithm for solving optimiza- 算法求解非线性1模极小化问题).兰州大学学报:自 tion problems[J].Applied mathematics and computation, 然科学版,2013,49(4):541-546. 2007,188(2:1567-1579. YONG Longquan,LIU Sanyang,ZHANG Jianke,et al. [6]ZOU Dexuan,GAO Liqun,WU Jianhua,et al.Novel global Improved harmony search algorithm with differential oper- harmony search algorithm for unconstrained problems[J]. ator for nonlinear l1 norm minimization problems[J]. Neurocomputing,2010,73. Journal of Lanzhou university:natural sciences,2013, [刀夏红刚,欧阳海滨,高立群.多子群混合和声搜索算法[). 494):541-546. 东北大学学报:自然科学版,2015,36(2少:171-175,187. [16]YONG Longquan,LIU Sanyang.An improved harmony XIA Honggang,OUYANG Haibin,GAO Liqun.Multiple- search algorithm with differential operator for absolute sub-groups hybrid harmony search algorithm[J].Journal of value equation[J].ICIC express letters,2014,8(4):1151- Northeastern university:natural science,2015,36(2): 1157. 171-175,187 [17]ABEDINPOURSHOTORBAN H,HASAN S,SHAM- 8]拓守恒,雍龙泉,邓方安.动态调整策略改进的和声搜索 SUDDIN S M,et al.A differential-based harmony search 算法.智能系统学报,2015,10(2):307-315 algorithm for the optimization of continuous problemsfJ]. TUO Shouheng,YONG Longquan,DENG Fang'an.Dy- Expert systems with applications,2016,62:317-332. [18]TANG K,YAO X,SUGANTHAN P N,et al.Benchmark namic adjustment strategy for improving the harmony search algorithm[J].CAAI transactions on intelligent sys- functions for the CEC'2008 special session and competi- tems,2015,10(2):307-315. tion on large scale global optimization[R].Technical Re- [9夏红刚,欧阳海滨,高立群,等.全局竞争和声搜索算法 port.China:Nature Inspired Computation and Applica- 控制与决策,2016,31(2):310-316. tions Laboratory,USTC,2007. [19]TANG Ke,LI Xiaohong,SUGANTHAN P N,et al. XIA Honggang,OUYANG Haibin,GAO Liqun,et al.Glob- Benchmark functions for the CEC'2010 special session and al competitive harmony search algorithm[J].Control and de- cision,2016,31(2):310-316. competition on large-scale global optimization[R].Tech- nical Report.Nanyang:Nature Inspired Computation and [10]WANG Yong,CAI Zixing,ZHANG Qingfu.Differential evolution with composite trial vector generation strategies Applications Laboratory,USTC,China and Nanyang Tech- nological University,2009 and control parameters[J].IEEE transactions on evolution- ary computation,2011,15(1):55-66. 作者简介: [11]QIN A K,HUANG V L,SUGANTHAN P N.Differential 黎延海,男,1981年生,讲师,硕 evolution algorithm with strategy adaptation for global nu- 士,主要研究方向为智能优化算法及 应用。 merical optimization[J].IEEE transactions on evolutionary computation,2009,13(2):398-417. [12]李荣雨,陈庆倩,陈菲尔.改进种群多样性的双变异差分 进化算法[.运筹学学报,2017,21(1少:44-54 LI Rongyu,CHEN Qingqian,CHEN Feier.Differential evolution algorithm with double mutation strategies for im- 拓守恒,男,1978年生,副教授 博土研究生,CCF会员,主要研究方向 proving population diversity[J].Operations research trans- 为智能优化算法、生物信息分析与处 actions,2017,21(1)y44-54. 理,发表学术论文多篇。 [13]WANG Ling,LI Lingpo.A coevolutionary differential evolution with harmony search for reliability-redundancy optimization[J].Expert systems with applications,2012,DEEPA O, SENTHILKUMAR A. Swarm intelligence from natural to artificial systems: ant colony optimization[J]. In￾ternational journal on applications of graph theory in wire￾less Ad hoc networks and sensor networks, 2016, 8(1): 9–17. [4] MAHDAVI M, FESANGHARY M, DAMANGIR E. An improved harmony search algorithm for solving optimiza￾tion problems[J]. Applied mathematics and computation, 2007, 188(2): 1567–1579. [5] ZOU Dexuan, GAO Liqun, WU Jianhua, et al. Novel global harmony search algorithm for unconstrained problems[J]. Neurocomputing, 2010, 73. [6] 夏红刚, 欧阳海滨, 高立群. 多子群混合和声搜索算法[J]. 东北大学学报: 自然科学版, 2015, 36(2): 171–175, 187. XIA Honggang, OUYANG Haibin, GAO Liqun. Multiple￾sub-groups hybrid harmony search algorithm[J]. Journal of Northeastern university: natural science, 2015, 36(2): 171–175, 187. [7] 拓守恒, 雍龙泉, 邓方安. 动态调整策略改进的和声搜索 算法[J]. 智能系统学报, 2015, 10(2): 307–315. TUO Shouheng, YONG Longquan, DENG Fang’an. Dy￾namic adjustment strategy for improving the harmony search algorithm[J]. CAAI transactions on intelligent sys￾tems, 2015, 10(2): 307–315. [8] 夏红刚, 欧阳海滨, 高立群, 等. 全局竞争和声搜索算法[J]. 控制与决策, 2016, 31(2): 310–316. XIA Honggang, OUYANG Haibin, GAO Liqun, et al. Glob￾al competitive harmony search algorithm[J]. Control and de￾cision, 2016, 31(2): 310–316. [9] WANG Yong, CAI Zixing, ZHANG Qingfu. Differential evolution with composite trial vector generation strategies and control parameters[J]. IEEE transactions on evolution￾ary computation, 2011, 15(1): 55–66. [10] QIN A K, HUANG V L, SUGANTHAN P N. Differential evolution algorithm with strategy adaptation for global nu￾merical optimization[J]. IEEE transactions on evolutionary computation, 2009, 13(2): 398–417. [11] 李荣雨, 陈庆倩, 陈菲尔. 改进种群多样性的双变异差分 进化算法[J]. 运筹学学报, 2017, 21(1): 44–54. LI Rongyu, CHEN Qingqian, CHEN Feier. Differential evolution algorithm with double mutation strategies for im￾proving population diversity[J]. Operations research trans￾actions, 2017, 21(1): 44–54. [12] WANG Ling, LI Lingpo. A coevolutionary differential evolution with harmony search for reliability-redundancy optimization[J]. Expert systems with applications, 2012, [13] 39(5): 5271–5278. ARUL R, RAVI G, VELUSAMI S. Chaotic self-adaptive differential harmony search algorithm based dynamic eco￾nomic dispatch[J]. International journal of electrical power and energy systems, 2013, 50: 85–96. [14] 雍龙泉, 刘三阳, 张建科, 等. 基于差分算子的和声搜索 算法求解非线性 l1 模极小化问题[J]. 兰州大学学报: 自 然科学版, 2013, 49(4): 541–546. YONG Longquan, LIU Sanyang, ZHANG Jianke, et al. Improved harmony search algorithm with differential oper￾ator for nonlinear l1 norm minimization problems[J]. Journal of Lanzhou university: natural sciences, 2013, 49(4): 541–546. [15] YONG Longquan, LIU Sanyang. An improved harmony search algorithm with differential operator for absolute value equation[J]. ICIC express letters, 2014, 8(4): 1151– 1157. [16] ABEDINPOURSHOTORBAN H, HASAN S, SHAM￾SUDDIN S M, et al. A differential-based harmony search algorithm for the optimization of continuous problems[J]. Expert systems with applications, 2016, 62: 317–332. [17] TANG K, YAO X, SUGANTHAN P N, et al. Benchmark functions for the CEC’2008 special session and competi￾tion on large scale global optimization[R]. Technical Re￾port. China: Nature Inspired Computation and Applica￾tions Laboratory, USTC, 2007. [18] TANG Ke, LI Xiaohong, SUGANTHAN P N, et al. Benchmark functions for the CEC’2010 special session and competition on large-scale global optimization[R]. Tech￾nical Report. Nanyang: Nature Inspired Computation and Applications Laboratory, USTC, China and Nanyang Tech￾nological University, 2009. [19] 作者简介: 黎延海,男,1981 年生,讲师,硕 士,主要研究方向为智能优化算法及 应用。 拓守恒,男,1978 年生,副教授, 博士研究生,CCF 会员,主要研究方向 为智能优化算法、生物信息分析与处 理,发表学术论文多篇。 第 2 期 黎延海,等:一种求解多模态复杂问题的混合和声差分算法 ·289·
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