·198 智能系统学报 第4卷 swarm with speciation and adaptation in a dynamic envi-- [35]L Xiaodong,DAM K H.Comparing partide swarms for ronment[C]//Procedings of the 8th Annual Conference e tracking extrema in dynamic environments[C]//The 2003 on Genetic and Evolutionary Computation.New York,, Congress on Evolutionary Computation(CEC03).Can- USA A ACM Press,2006::51-58.. berra,Australia,2003,3:1772-1779. [26]BLACKWELL T.BRANKE J.Multiswarms.exclusion, 3MORRISON R W.Performance measurement in dynamic and ati-convergence in dynamic environments.IEEE; environments[Cl//BRANKE J.GECCO Workshop on Transactions on Evolutionary Computation,200610(4).:: Evolutionary Algorithms for Dynamic Optimization Prob- 459-472. lems(EvoDOP 2003)).Chicago,USA,2003::58 刃`王光辉，陈杰，潘峰.多种群协同粒子群优化算法 [37]MORRISON R W.Designing evolutionary algorithms for 求解动态环境优化问题[C]//第27届中国控制会议： dynamic environments[M].[S.1.]:Springer-Verlag. 昆明，2008.5：：43-48. 2004. WANG Guanghui,CHEN Jie,PAN Feng,Collaborated [38]BLACKWELL T M.PETER J B.Dynamic search with muli-swarms particle swarm optimizer for dynamic eanviron- charged swarm[C]//Procedings of the Genetic and Evo- ment optimization [C]//Proceedings of the 27th Chinese lutionary Computation Conference.San Francisco,USA: Control Conference.Kunming,2008,5:43-48. Morgan Kaufmann Publishers Inc,202:1926 [28]CUI X,HARDIN CT,RAGADE R K,et al.Tracking 3MOSER I.Review all currently known publications on ap- non-stationary opimal solution by particle swarm optimizer' proaches which solve the moving peaks problem[R].Mel- //Prceedings of the Sith International Conference on. boume:Swiburne Univesity of Technology,2007 Software Engineering,Artificial Intelligence,Networking: 40]BRANKE J,SCHMECK H.Desiging evdutionary algo- and Parll/Distributed Computing and Firt ACIS Inter- ithms for dynamic optimiztions problems[M]/TSUTSUII nationl Workshop on Self-Assembling Wireless Networks S,GHOSH A.Advances in ewolutionary computing:theo- (SNPD/SAWN 2005)'.Washington DC,USA::IEEE ry and applications.New York,USA:Springer-Verlag,, Computer Society,2005:133-138.. 2003::239-262. [29]CARLISLE A,DOZLER G.Tracking changing extrema 作者简介： with adaptive paricle warm optimizer[C]//Proceedings 陈杰，男，1965年生，教授、博士 of the 5th Biannual World Automation Congress.Orlando,, 生导师、博土，中国自动化学会控制理 USA,2002::265-270 论专业委员会委员主要研究方向为复 CARILISLE A J.Applying the particle swarm optimizer to 杂系统、多目标优化与决策、智能制、 non-stationary environments[D].Auburn,AL,USA:Au- 非线性控洗制和优化方法等2005年获全国优 burn University,2002. 秀科技工作者”荣誉称号，2001年获教育部 [31]VEERAMACHANENI K,OSADCIW L.Dynamic particle ”全国高校清年教师奖".获部级科技进步奖2项北京市优秀教 swam optimizer for information fusion in non stationary 学成果二等奖2项完成并通过鉴定的科研项目20余项发表学术 sensor networks[C]//Procedings of IE Swarm Intelli 论文100余篇，出版教材力1部，译著1部 gence Symposium.Indianapolis,USA.2006. 32]LUNG R IDUMITRESCU D.A new collaborative evolu- tionry-warm optimization technique[C]//Procedings of 潘峰，男，讲师，博士.主要研究 the 2007 GECCO Conference Companion on Genetic and 方向为智能控制、计算智能、人工智能、 Evolutionary Computation.New York,USA:.ACM Press, 同服系统和机器人等.己获部级科技进 2007:,2817-2820 步奖1项，发表学术论文20余篇. [33]BIED S,LI Xiaodong.Informative peformance metrics for dynamic optimisation problems[C]J//Procedings of the 9th Annual Conference on Genetic and Evolutionary Com- putation.New York,USA:ACM Press,2007::18-25 王光辉，男，1987年生，博士研究 [34]ZAHARIE D,ZAMFIRACHE F.Diversity enhancing 生，主要研究方向为智能算法、计算 智能、优化设计. mechanisms for evolutionary optimization in Static and dy-- namic environments[Cl//Proc of 3rd Romanian-Hungar-- ian Joint Symposium on Applied Computational Intei- gence.Timisoara,Romania,2006:5460471..[36] MORRISON R W. Performance measurement in dynamic environments[ C]//BRANKE J.GECCO Workshop on Evolutionary Algorithms for Dynamic Optimization Prob￾lems(EvoDOP 2003) . Chicago,USA,2003: 5-8. [39] MOSER I. Review all currently known publications on ap￾proaches which solve the moving peaks problem[ R].Mel￾bourne: Swiburne Univesity of Technology,2007. [35] L Xiaodong,DAM K H. Comparing partide swarms for tracking extrema in dynamic environments[ C] //The 2003 Congress on Evolutionary Computation(CEC'03). Can￾berra,Australia,2003,3: 1772-1779. swarm with speciation and adaptation in a dynamic envi￾ronment[C]//Procedings of the 8th Annual Conference on Genetic and Evolutionary Computation. New York, USA: ACM Press,2006: 51-58. [30] CARILISLE A J. Applying the particle swarm optimizer to non-stationary environments[D] . Auburn,AL,USA: Au￾burn University,2002. [27] 王光辉,陈杰,潘峰.多种群协同粒子群优化算法 求解动态环境优化问题[C]//第27届中国控制会议. 昆明,2008,5: 43-48. WANG Guanghui,CHEN Jie,PAN Feng,Collaborated muli-swarms particle swarm optimizer for dynamic eanviron￾ment optimization [ C]//Proceedings of the 27th Chinese Control Conference. Kunming,2008,5: 43-48. 作者简介: [38] 王光辉,男,1987年生,博士研究 生,主要研究方向为智能算法、计算 智能、优化设计. BLACKWELL T M,PETER J B. Dynamic search with charged swarm[C]//Procedings of the Genetic and Evo￾lutionary Computation Conference. San Francisco,USA: Morgan Kaufmann Publishers Inc,202: 19-26. [32]LUNG R I,DUMITRESCU D.A new collaborative evolu￾tionry-warm optimization technique[ C]//Procedings of the 2007 GECCO Conference Companion on Genetic and Evolutionary Computation. New York,USA: ACM Press, 2007: 2817-2820. [34] ZAHARIE D,ZAMFIRACHE F. Diversity enhancing mechanisms for evolutionary optimization in Static and dy￾namic environments[C]//Proc of 3rd Romanian-Hungar￾ian Joint Symposium on Applied Computational Intei gence. Timisoara,Romania,2006: 460471. 40] BRANKE J,SCHMECK H. Desiging evdutionary algo￾ithms for dynamic optimiztions problems[M]//TSUTSUI S,GHOSH A.Advances in ewolutionary computing: theo￾ry and applications. New York,USA: Springer-Verlag, 2003: 239-262. 陈 杰,男,1965年生,教授、博士 生导师、博士,中国自动化学会控制理 论专业委员会委员.主要研究方向为复 杂系统、多目标优化与决策、智能控制、 非线性控制和优化方法等.2005年获全国优 秀科技工作者"荣誉称号,2001 年获教育部 第4卷 潘 峰,男,讲师,博士.主要研究 方向为智能控制、计算智能、人工智能、 伺服系统和机器人等.已获部级科技进 步奖1项,发表学术论文20余篇. ·198· [31] VEERAMACHANENI K,OSADCIW L. Dynamic particle swam optimizer for information fusion in non stationary sensor networks[C]//Procedings of IE Swarm Intelli gence Symposium. Indianapolis,USA,2006. [26] BLACKWELL T,BRANKE J.Multiswarms,exclusion, and ati-convergence in dynamic environments[J]. IEEE Transactions on Evolutionary Computation,200610(4) : 459-472. [29] CARLISLE A,DOZLER G. Tracking changing extrema with adaptive paricle warm optimizer[C]//Proceedings of the 5th Biannual World Automation Congress. Orlando, USA,2002: 265-270. [33] BIED S,LI Xiaodong. Informative peformance metrics for dynamic optimisation problems[C]J// Procedings of the 9th Annual Conference on Genetic and Evolutionary Com￾putation. New York,USA: ACM Press,2007: 18-25. [37] MORRISON R W. Designing evolutionary algorithms for dynamic environments[M] .[S.1.]: Springer-Verlag, 2004. 智 能 系 统 学 报 [28] CUI X,HARDIN CT,RAGADE R K,et al. Tracking non-stationary opimal solution by particle swarm optimizer IC] //Prceedings of the Sith International Conference on Software Engineering,Artificial Intelligence,Networking and Parll/Distributed Computing and Firt ACIS Inter￾nationl Workshop on Self-Assembling Wireless Networks (SNPD/SAWN 2005) . Washington DC,USA: IEEE Computer Society,2005: 133-138. "全国高校青年教师奖".获部级科技进步奖12 项,北京市优秀教 学成果二等奖2项.完成并通过鉴定的科研项目20余项.发表学术 论文100余篇,出版教材1部,译著1部