Distributed evolutionary algorithms and their models: A survey of the state-of-the-art
暂无分享,去创建一个
Qingfu Zhang | Jun Zhang | Zhi-hui Zhan | Jing-Jing Li | Yun Li | Wei-neng Chen | Yue-jiao Gong | Qingfu Zhang | Zhi-hui Zhan | Jun Zhang | Yun Li | Yue-jiao Gong | Wei-neng Chen | Jingjing Li
[1] Andrew Lewis,et al. Decentralised distributed multiple objective particle swarm optimisation using peer to peer networks , 2008, 2008 IEEE Congress on Evolutionary Computation (IEEE World Congress on Computational Intelligence).
[2] Olivier Boissier,et al. Dafo, a Multi-agent Framework for Decomposable Functions Optimization , 2005, KES.
[3] Bu-Sung Lee,et al. Efficient Hierarchical Parallel Genetic Algorithms using Grid computing , 2007, Future Gener. Comput. Syst..
[4] Aimin Zhou,et al. A Multiobjective Evolutionary Algorithm Based on Decomposition and Preselection , 2015, BIC-TA.
[5] Qingfu Zhang,et al. Distribution of Computational Effort in Parallel MOEA/D , 2011, LION.
[6] Fengming Zhang,et al. Parallel Particle Swarm Optimization for Attribute Reduction , 2007 .
[7] Chi Zhou. Fast parallelization of differential evolution algorithm using MapReduce , 2010, GECCO '10.
[8] Alessandro Bollini,et al. Distributed and Persistent Evolutionary Algorithms: A Design Pattern , 1999, EuroGP.
[9] Sheng-Wu Xiong,et al. Parallel strength Pareto multi-objective evolutionary algorithm for optimization problems , 2003, The 2003 Congress on Evolutionary Computation, 2003. CEC '03..
[10] Jorge González,et al. A Java-Based Distributed Genetic Algorithm Framework , 2007, 19th IEEE International Conference on Tools with Artificial Intelligence(ICTAI 2007).
[11] Enrique Alba,et al. A study of master-slave approaches to parallelize NSGA-II , 2008, 2008 IEEE International Symposium on Parallel and Distributed Processing.
[12] Tadeusz Burczynski,et al. Optimization and defect identification using distributed evolutionary algorithms , 2004, Eng. Appl. Artif. Intell..
[13] Mike Davis,et al. VLSI circuit synthesis using a parallel genetic algorithm , 1994, Proceedings of the First IEEE Conference on Evolutionary Computation. IEEE World Congress on Computational Intelligence.
[14] Jun Cai,et al. Automating the drug scheduling of cancer chemotherapy via evolutionary computation , 2002, Proceedings of the 2002 Congress on Evolutionary Computation. CEC'02 (Cat. No.02TH8600).
[15] Juan Julián Merelo Guervós,et al. Scaling in distributed evolutionary algorithms with persistent population , 2012, 2012 IEEE Congress on Evolutionary Computation.
[16] Juan Julián Merelo Guervós,et al. Evolvable agents, a fine grained approach for distributed evolutionary computing: walking towards the peer-to-peer computing frontiers , 2008, Soft Comput..
[17] B J Fregly,et al. Parallel global optimization with the particle swarm algorithm , 2004, International journal for numerical methods in engineering.
[18] J.G. Vlachogiannis,et al. Determining generator contributions to transmission system using parallel vector evaluated particle swarm optimization , 2005, IEEE Transactions on Power Systems.
[19] Marco Tomassini,et al. Takeover time curves in random and small-world structured populations , 2005, GECCO '05.
[20] El-Ghazali Talbi,et al. GPU-based island model for evolutionary algorithms , 2010, GECCO '10.
[21] Tien-Tsin Wong,et al. Evolutionary Computing on Consumer-Level Graphics Hardware , 2005 .
[22] Yang Yang,et al. A distributed cooperative coevolutionary algorithm for multiobjective optimization , 2003, The 2003 Congress on Evolutionary Computation, 2003. CEC '03..
[23] D. Marc Kilgour. Game Theory and Political Theory: An Introduction Peter C. Ordeshook Cambridge: Cambridge University Press 1986, pp. xv, 511 , 1988 .
[24] Arthur Tay,et al. Design and implementation of a distributed evolutionary computing software , 2003, IEEE Trans. Syst. Man Cybern. Part C.
[25] Enrique Alba,et al. A parallel micro evolutionary algorithm for heterogeneous computing and grid scheduling , 2012, Appl. Soft Comput..
[26] Marco Tomassini,et al. Spatially Structured Evolutionary Algorithms: Artificial Evolution in Space and Time (Natural Computing Series) , 2005 .
[27] Kalyanmoy Deb,et al. A fast and elitist multiobjective genetic algorithm: NSGA-II , 2002, IEEE Trans. Evol. Comput..
[28] Enrique Alba,et al. The exploration/exploitation tradeoff in dynamic cellular genetic algorithms , 2005, IEEE Transactions on Evolutionary Computation.
[29] Kalyanmoy Deb,et al. Parallelizing multi-objective evolutionary algorithms: cone separation , 2004, Proceedings of the 2004 Congress on Evolutionary Computation (IEEE Cat. No.04TH8753).
[30] Weicun Zhang,et al. Study on Function Optimization Based on Master-slave Structure Genetic Algorithm , 2006, 2006 8th international Conference on Signal Processing.
[31] El-Ghazali Talbi,et al. Building with ParadisEO reusable parallel and distributed evolutionary algorithms , 2004, Parallel Comput..
[32] Mietek A. Brdys,et al. Grid Implementation of a Parallel Multiobjective Genetic Algorithm for Optimized Allocation of Chlorination Stations in Drinking Water Distribution Systems: Chojnice Case Study , 2008, IEEE Transactions on Systems, Man, and Cybernetics, Part C (Applications and Reviews).
[33] Arthur C. Sanderson,et al. Network-based distributed planning using coevolutionary agents: architecture and evaluation , 2004, IEEE Transactions on Systems, Man, and Cybernetics - Part A: Systems and Humans.
[34] Enrique Alba,et al. A survey of parallel distributed genetic algorithms , 1999, Complex..
[35] A. E. Eiben,et al. Peer-to-peer evolutionary algorithms with adaptive autonomous selection , 2007, GECCO '07.
[36] Thomas Stützle,et al. Parallelization Strategies for Ant Colony Optimization , 1998, PPSN.
[37] Enrique Alba,et al. The jMetal framework for multi-objective optimization: Design and architecture , 2010, IEEE Congress on Evolutionary Computation.
[38] Juan Julián Merelo Guervós,et al. Using free cloud storage services for distributed evolutionary algorithms , 2011, GECCO '11.
[39] El-Ghazali Talbi,et al. ParadisEO: A Framework for the Reusable Design of Parallel and Distributed Metaheuristics , 2004, J. Heuristics.
[40] Tong Heng Lee,et al. A distributed evolutionary classifier for knowledge discovery in data mining , 2005, IEEE Transactions on Systems, Man, and Cybernetics, Part C (Applications and Reviews).
[41] Mourad Sefrioui,et al. A Hierarchical Genetic Algorithm Using Multiple Models for Optimization , 2000, PPSN.
[42] Rajkumar Buyya,et al. MRPGA: An Extension of MapReduce for Parallelizing Genetic Algorithms , 2008, 2008 IEEE Fourth International Conference on eScience.
[43] B. Schönfisch,et al. Synchronous and asynchronous updating in cellular automata. , 1999, Bio Systems.
[44] Kiyoharu Tagawa,et al. Concurrent Differential Evolution Based on MapReduce , 2022 .
[45] Ximing Li,et al. MAX-MIN Ant System on GPU with CUDA , 2009, 2009 Fourth International Conference on Innovative Computing, Information and Control (ICICIC).
[46] Farhad Arbab,et al. Distributed Evolutionary Optimization, in Manifold: Rosenbrock's Function Case Study , 2000, Inf. Sci..
[47] G. Leguizamon,et al. Island Based Distributed Differential Evolution: An Experimental Study on Hybrid Testbeds , 2008, 2008 Eighth International Conference on Hybrid Intelligent Systems.
[48] Enrique Alba,et al. Solving Three-Objective Optimization Problems Using a New Hybrid Cellular Genetic Algorithm , 2008, PPSN.
[49] José Ignacio Hidalgo,et al. Is the island model fault tolerant? , 2007, GECCO '07.
[50] Tjorben Bogon,et al. An Agent Based Parallel Particle Swarm Optimization - APPSO , 2009, 2009 IEEE Swarm Intelligence Symposium.
[51] Tadeusz Burczynski,et al. Optimization of Structures Using Distributed and Parallel Evolutionary Algorithms , 2003, PPAM.
[52] Thomas Stützle,et al. Parallel Ant Colony Optimization for the Traveling Salesman Problem , 2006, ANTS Workshop.
[53] José Ignacio Hidalgo,et al. Balancing the computation effort in genetic algorithms , 2005, 2005 IEEE Congress on Evolutionary Computation.
[54] Kalyanmoy Deb,et al. A Comparative Analysis of Selection Schemes Used in Genetic Algorithms , 1990, FOGA.
[55] Cosimo Anglano,et al. NOW G-Net: learning classification programs on networks of workstations , 2002, IEEE Trans. Evol. Comput..
[56] Morikazu Nakamura,et al. Asynchronous Strategy of Parallel Hybrid Approach of GA and EDA for Function Optimization , 2012, 2012 Third International Conference on Networking and Computing.
[57] Parag C. Pendharkar,et al. A multi-agent memetic algorithm approach for distributed object allocation , 2011, J. Comput. Sci..
[58] Tong Heng Lee,et al. Development of a distributed evolutionary computing package , 2003, The 2003 Congress on Evolutionary Computation, 2003. CEC '03..
[59] El-Ghazali Talbi,et al. Parallel hybrid evolutionary algorithms on GPU , 2010, IEEE Congress on Evolutionary Computation.
[60] Kevin D. Seppi,et al. Parallel PSO using MapReduce , 2007, 2007 IEEE Congress on Evolutionary Computation.
[61] Erick Cantú-Paz,et al. A Survey of Parallel Genetic Algorithms , 2000 .
[62] Lixin Ding,et al. Asynchronous Distributed Parallel Gene Expression Programming Based on Estimation of Distribution Algorithm , 2008, 2008 Fourth International Conference on Natural Computation.
[63] Cyril Fonlupt,et al. High performance genetic programming on GPU , 2009, BADS '09.
[64] Jürgen Branke,et al. Multi-objective particle swarm optimization on computer grids , 2007, GECCO '07.
[65] Baozhen Yao,et al. Parallel genetic algorithm in bus route headway optimization , 2011, Appl. Soft Comput..
[66] B. Dawidowicz,et al. Distributed evolutionary algorithm for optimization in electromagnetics , 2006, IEEE Transactions on Magnetics.
[67] Erick Cantú-Paz,et al. Efficient and Accurate Parallel Genetic Algorithms , 2000, Genetic Algorithms and Evolutionary Computation.
[68] Enrique Alba,et al. Decentralized Cellular Evolutionary Algorithms , 2005, Handbook of Bioinspired Algorithms and Applications.
[69] Mohamad Zoinol Abidin Abdul Aziz,et al. A review of Genetic Algorithms and Parallel Genetic Algorithms on Graphics Processing Unit (GPU) , 2013, 2013 IEEE International Conference on Control System, Computing and Engineering.
[70] Tapabrata Ray,et al. A cooperative coevolutionary algorithm with Correlation based Adaptive Variable Partitioning , 2009, 2009 IEEE Congress on Evolutionary Computation.
[71] Albert Y. Zomaya,et al. Function Optimization with Coevolutionary Algorithms , 2003, IIS.
[72] Enrique Alba,et al. Selection intensity in cellular evolutionary algorithms for regular lattices , 2005, IEEE Transactions on Evolutionary Computation.
[73] Enrique Alba,et al. Parallelism and evolutionary algorithms , 2002, IEEE Trans. Evol. Comput..
[74] Marc Parizeau,et al. Analysis of a master-slave architecture for distributed evolutionary computations , 2006, IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics).
[75] A. J. Umbarkar,et al. REVIEW OF PARALLEL GENETIC ALGORITHM BASED ON COMPUTING PARADIGM AND DIVERSITY IN SEARCH SPACE , 2013, SOCO 2013.
[76] Renato A. Krohling,et al. Differential evolution algorithm on the GPU with C-CUDA , 2010, IEEE Congress on Evolutionary Computation.
[77] Antonio J. Nebro,et al. jMetal: A Java framework for multi-objective optimization , 2011, Adv. Eng. Softw..
[78] Enrique Alba,et al. Selection Intensity in Asynchronous Cellular Evolutionary Algorithms , 2003, GECCO.
[79] Ville Tirronen,et al. Distributed differential evolution with explorative–exploitative population families , 2009, Genetic Programming and Evolvable Machines.
[80] David P. Anderson,et al. An analysis of massively distributed evolutionary algorithms , 2010, IEEE Congress on Evolutionary Computation.
[81] Enrique Alba,et al. Cellular Evolutionary Algorithms: Evaluating the Influence of Ratio , 2000, PPSN.
[82] Juan Julián Merelo Guervós,et al. Assessing speed-ups in commodity cloud storage services for distributed evolutionary algorithms , 2011, 2011 IEEE Congress of Evolutionary Computation (CEC).
[83] Juan Julián Merelo Guervós,et al. Designing and testing a pool-based evolutionary algorithm , 2012, Natural Computing.
[84] Tien-Tsin Wong,et al. Evolutionary Computing on Consumer Graphics Hardware , 2007, IEEE Intelligent Systems.
[85] Jing J. Liang,et al. Problem Definitions and Evaluation Criteria for the CEC 2005 Special Session on Real-Parameter Optimization , 2005 .
[86] Witold Pedrycz,et al. Online Parameter Optimization-Based Prediction for Converter Gas System by Parallel Strategies , 2012, IEEE Transactions on Control Systems Technology.
[87] Erick Cantú-Paz,et al. Markov chain models of parallel genetic algorithms , 2000, IEEE Trans. Evol. Comput..
[88] Marco Tomassini,et al. Modeling Selection Intensity for Linear Cellular Evolutionary Algorithms , 2003, Artificial Evolution.
[89] Juan Julián Merelo Guervós,et al. Pool-Based Distributed Evolutionary Algorithms Using an Object Database , 2012, EvoApplications.
[90] M.A. Ismail,et al. Parallel genetic algorithms (PGAs): master slave paradigm approach using MPI , 2004, E-Tech 2004.
[91] Kalyan Veeramachaneni,et al. Flex-GP: Genetic Programming on the Cloud , 2012, EvoApplications.
[92] Ben Paechter,et al. PSFGA : Parallel processing and evolutionary computation for multiobjective optimisation , 2004 .
[93] Pascal Bouvry,et al. Achieving super-linear performance in parallel multi-objective evolutionary algorithms by means of cooperative coevolution , 2013, Comput. Oper. Res..
[94] Chunmei Zhang,et al. Distributed memetic differential evolution with the synergy of Lamarckian and Baldwinian learning , 2013, Appl. Soft Comput..
[95] Martín Pedemonte,et al. PUGACE, a cellular Evolutionary Algorithm framework on GPUs , 2010, IEEE Congress on Evolutionary Computation.
[96] Daniel Lombraña Gonzalez,et al. On the Intrinsic Fault-Tolerance Nature of Parallel Genetic Programming , 2007, 15th EUROMICRO International Conference on Parallel, Distributed and Network-Based Processing (PDP'07).
[97] Gary B. Lamont,et al. Considerations in engineering parallel multiobjective evolutionary algorithms , 2003, IEEE Trans. Evol. Comput..
[98] Xiaodong Li,et al. Cooperatively Coevolving Particle Swarms for Large Scale Optimization , 2012, IEEE Transactions on Evolutionary Computation.
[99] Alexandre Caminada,et al. Automatic mesh generation for mobile network dimensioning using evolutionary approach , 2005, IEEE Transactions on Evolutionary Computation.
[100] Paul Levi,et al. A new approach to exploiting parallelism in ant colony optimization , 2002, Proceedings of 2002 International Symposium on Micromechatronics and Human Science.
[101] K.P. Wong,et al. Parallel Optimal Reactive Power Flow Based on Cooperative Co-Evolutionary Differential Evolution and Power System Decomposition , 2007, IEEE Transactions on Power Systems.
[102] Robert L. Stewart,et al. An analysis of the effects of population structure on scalable multiobjective optimization problems , 2007, GECCO '07.
[103] Franciszek Seredynski,et al. Competitive Coevolutionary Multi-Agent Systems: The Application to Mapping and Scheduling Problems , 1997, J. Parallel Distributed Comput..
[104] Juan Julián Merelo Guervós,et al. Pool vs. Island Based Evolutionary Algorithms: An Initial Exploration , 2012, 2012 Seventh International Conference on P2P, Parallel, Grid, Cloud and Internet Computing.
[105] L. Darrell Whitley,et al. GENITOR II: a distributed genetic algorithm , 1990, J. Exp. Theor. Artif. Intell..
[106] Baher Abdulhai,et al. Sensitivity Analysis of an Evolutionary-Based Time-Dependent Origin/Destination Estimation Framework , 2012, IEEE Transactions on Intelligent Transportation Systems.
[107] Demetrios Zeinalipour-Yazti,et al. Crowdsourcing with Smartphones , 2012, IEEE Internet Computing.
[108] Chang Wook Ahn,et al. A Novel Differential Evolution Incorporated with Parallel Processing Mechanism , 2010, 2010 2nd International Workshop on Intelligent Systems and Applications.
[109] Martín Pedemonte,et al. A survey on parallel ant colony optimization , 2011, Appl. Soft Comput..
[110] Enrique Alba,et al. MOCell: A cellular genetic algorithm for multiobjective optimization , 2009, Int. J. Intell. Syst..
[111] Wentong Cai,et al. Evolving agent-based simulations in the clouds , 2010, Third International Workshop on Advanced Computational Intelligence.
[112] Marco Tomassini,et al. Effects of Scale-Free and Small-World Topologies on Binary Coded Self-adaptive CEA , 2006, EvoCOP.
[113] Francisco Herrera,et al. Hierarchical distributed genetic algorithms , 1999 .
[114] Francisco Herrera,et al. Gradual distributed real-coded genetic algorithms , 2000, IEEE Trans. Evol. Comput..
[115] Ichiro Iimura,et al. A Study of Distributed Parallel Processing for Queen Ant Strategy in Ant Colony Optimization , 2005, Sixth International Conference on Parallel and Distributed Computing Applications and Technologies (PDCAT'05).
[116] Hussein A. Abbass,et al. MOCCA-II: A multi-objective co-operative co-evolutionary algorithm , 2014, Appl. Soft Comput..
[117] Seyedmohsen Hosseini,et al. A survey on the Imperialist Competitive Algorithm metaheuristic: Implementation in engineering domain and directions for future research , 2014, Appl. Soft Comput..
[118] Giandomenico Spezzano,et al. Training Distributed GP Ensemble With a Selective Algorithm Based on Clustering and Pruning for Pattern Classification , 2008, IEEE Transactions on Evolutionary Computation.
[119] Enrique Alba,et al. Modeling Selection Intensity for Toroidal Cellular Evolutionary Algorithms , 2004, GECCO.
[120] Jun Zhang,et al. From the social learning theory to a social learning algorithm for global optimization , 2014, 2014 IEEE International Conference on Systems, Man, and Cybernetics (SMC).
[121] Bihan Wu,et al. A MapReduce based Ant Colony Optimization approach to combinatorial optimization problems , 2012, 2012 8th International Conference on Natural Computation.
[122] Antonio J. Nebro,et al. A Study of the Parallelization of the Multi-Objective Metaheuristic MOEA/D , 2010, LION.
[123] Xavier Llorà,et al. Scaling Genetic Algorithms Using MapReduce , 2009, 2009 Ninth International Conference on Intelligent Systems Design and Applications.
[124] Kay Chen Tan,et al. A Competitive-Cooperative Coevolutionary Paradigm for Dynamic Multiobjective Optimization , 2009, IEEE Transactions on Evolutionary Computation.
[125] Sebastian Otte,et al. Distributed Evolutionary Optimization of Neural Network Topologies , 2011, MLDM Posters.
[126] K. J. Ray Liu,et al. Cooperative peer-to-peer streaming: An evolutionary game-theoretic approach , 2010, IEEE Transactions on Circuits and Systems for Video Technology.
[127] Henri Pierreval,et al. Distributed evolutionary algorithms for simulation optimization , 2000, IEEE Trans. Syst. Man Cybern. Part A.
[128] Baher Abdulhai,et al. Distributed evolutionary estimation of dynamic traffic origin/destination , 2010, 13th International IEEE Conference on Intelligent Transportation Systems.
[129] Morikazu Nakamura,et al. Parallel Enhanced Hybrid Evolutionary Algorithm for Continuous Function Optimization , 2012, 2012 Seventh International Conference on P2P, Parallel, Grid, Cloud and Internet Computing.
[130] Xiong Shengwu,et al. A distributed genetic algorithm to TSP , 2002, Proceedings of the 4th World Congress on Intelligent Control and Automation (Cat. No.02EX527).
[131] D.S. Yeung,et al. Fault Tolerant Differential Evolution Based Optimal Reactive Power Flow , 2006, 2006 International Conference on Machine Learning and Cybernetics.
[132] Sanjay Ghemawat,et al. MapReduce: Simplified Data Processing on Large Clusters , 2004, OSDI.
[133] Stefano Cagnoni,et al. GPU-based asynchronous particle swarm optimization , 2011, GECCO '11.
[134] Jens Lienig,et al. A parallel genetic algorithm for performance-driven VLSI routing , 1997, IEEE Trans. Evol. Comput..
[135] Ville Tirronen,et al. Scale factor inheritance mechanism in distributed differential evolution , 2009, Soft Comput..
[136] Franciszek Seredynski,et al. Loosely Coupled Distributed Genetic Algorithms , 1994, PPSN.
[137] Henry Shu-Hung Chung,et al. Pseudocoevolutionary genetic algorithms for power electronic circuits optimization , 2006 .
[138] Michael G. Epitropakis,et al. Hardware-friendly Higher-Order Neural Network Training using Distributed Evolutionary Algorithms , 2010, Appl. Soft Comput..
[139] Yuan Zhao,et al. A distributed pool architecture for genetic algorithms , 2009, 2009 IEEE Congress on Evolutionary Computation.
[140] Robert L. Stewart,et al. Multiobjective Evolutionary Algorithms on Complex Networks , 2006, EMO.
[141] Kenneth A. De Jong,et al. An Analysis of the Effects of Neighborhood Size and Shape on Local Selection Algorithms , 1996, PPSN.
[142] Xin Yao,et al. Large scale evolutionary optimization using cooperative coevolution , 2008, Inf. Sci..
[143] Xavier Llorà,et al. When Huge Is Routine: Scaling Genetic Algorithms and Estimation of Distribution Algorithms via Data-Intensive Computing , 2010, Parallel and Distributed Computational Intelligence.
[144] Hisao Ishibuchi,et al. Ensemble classifier design by parallel distributed implementation of genetic fuzzy rule selection for large data sets , 2010, IEEE Congress on Evolutionary Computation.
[145] Yuan Yan Tang,et al. An evolutionary autonomous agents approach to image feature extraction , 1997, IEEE Trans. Evol. Comput..
[146] Ying Tan,et al. GPU-based parallel particle swarm optimization , 2009, 2009 IEEE Congress on Evolutionary Computation.
[147] Giandomenico Spezzano,et al. P-CAGE: An Environment for Evolutionary Computation in Peer-to-Peer Systems , 2006, EuroGP.
[148] Kenneth A. De Jong,et al. Cooperative Coevolution: An Architecture for Evolving Coadapted Subcomponents , 2000, Evolutionary Computation.
[149] Alexander Mendiburu,et al. Parallel implementation of EDAs based on probabilistic graphical models , 2005, IEEE Transactions on Evolutionary Computation.
[150] Lourdes Araujo,et al. A hybrid evolutionary approach for solving constrained optimization problems over finite domains , 2000, IEEE Trans. Evol. Comput..
[151] Marc Parizeau,et al. Distributed Beagle: An Environment For Parallel And Distributed Evolutionary Computations , 2003 .
[152] Ishfaq Ahmad,et al. Efficient Scheduling of Arbitrary TAsk Graphs to Multiprocessors Using a Parallel Genetic Algorithm , 1997, J. Parallel Distributed Comput..
[153] Arthur C. Sanderson,et al. Modeling and convergence analysis of distributed coevolutionary algorithms , 2004, IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics).
[154] Weihang Zhu,et al. Nonlinear optimization with a massively parallel Evolution Strategy-Pattern Search algorithm on graphics hardware , 2011, Appl. Soft Comput..
[155] Dimitris K. Tasoulis,et al. Parallel differential evolution , 2004, Proceedings of the 2004 Congress on Evolutionary Computation (IEEE Cat. No.04TH8753).
[156] Martin Middendorf,et al. An Island Model Based Ant System with Lookahead for the Shortest Supersequence Problem , 1998, PPSN.