Evolutionary computation in China: A literature survey

Abstract Evolutionary computation (EC) has received significant attention in China during the last two decades. In this paper, we present an overview of the current state of this rapidly growing field in China. Chinese research in theoretical foundations of EC, EC-based optimization, EC-based data mining, and EC-based real-world applications are summarized.

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[46]  Yong Wang,et al.  An improved (μ + λ)-constrained differential evolution for constrained optimization , 2013, Inf. Sci..

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[58]  Yuren Zhou,et al.  A Runtime Analysis of Evolutionary Algorithms for Constrained Optimization Problems , 2007, IEEE Transactions on Evolutionary Computation.

[59]  Xin Yao,et al.  On the analysis of average time complexity of estimation of distribution algorithms , 2007, 2007 IEEE Congress on Evolutionary Computation.

[60]  Maoguo Gong,et al.  Memetic algorithm for community detection in networks. , 2011, Physical review. E, Statistical, nonlinear, and soft matter physics.

[61]  Fei Ding,et al.  An evolutionary game theory model of binary opinion formation , 2010 .

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[63]  Lin Yang,et al.  Particle-Swarm-Optimization-Based Multiuser Detector for CDMA Communications , 2007, IEEE Transactions on Vehicular Technology.

[64]  Ke Tang,et al.  Improving Estimation of Distribution Algorithm on Multimodal Problems by Detecting Promising Areas , 2015, IEEE Transactions on Cybernetics.

[65]  Jun Zhang,et al.  SamACO: Variable Sampling Ant Colony Optimization Algorithm for Continuous Optimization , 2010, IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics).

[66]  Jie Liu,et al.  Multi-level learning based memetic algorithm for community detection , 2014, Appl. Soft Comput..

[67]  Xin Yao,et al.  Drift analysis and average time complexity of evolutionary algorithms , 2001, Artif. Intell..

[68]  Xin Yao,et al.  Two_Arch2: An Improved Two-Archive Algorithm for Many-Objective Optimization , 2015, IEEE Transactions on Evolutionary Computation.

[69]  Haibin Duan,et al.  Artificial bee colony–based direct collocation for reentry trajectory optimization of hypersonic vehicle , 2015, IEEE Transactions on Aerospace and Electronic Systems.

[70]  Jun Zhang,et al.  Optimizing Power Electronic Circuit Design with Uniform Search Range: An Orthogonal Learning Particle Swarm Optimization Approach with Predictive Solution Strategy , 2014, Int. J. Swarm Intell. Res..

[71]  Maoguo Gong,et al.  Network Structural Balance Based on Evolutionary Multiobjective Optimization: A Two-Step Approach , 2015, IEEE Transactions on Evolutionary Computation.

[72]  Henry Y. K. Lau,et al.  An immunity-based distributed multiagent-control framework , 2006, IEEE Transactions on Systems, Man, and Cybernetics - Part A: Systems and Humans.

[73]  Lishan Kang,et al.  A New Evolutionary Algorithm for Solving Many-Objective Optimization Problems , 2008, IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics).

[74]  Qingfu Zhang,et al.  Community detection in networks by using multiobjective evolutionary algorithm with decomposition , 2012 .

[75]  Yuren Zhou,et al.  Multi-objective and MGG evolutionary algorithm for constrained optimization , 2003, The 2003 Congress on Evolutionary Computation, 2003. CEC '03..

[76]  Jianhua Liu,et al.  Analysis on global convergence and time complexity of fireworks algorithm , 2014, 2014 IEEE Congress on Evolutionary Computation (CEC).

[77]  Changjun Hu,et al.  Learning aesthetic judgements in evolutionary art systems , 2013, Genetic Programming and Evolvable Machines.

[78]  Jinhua Zheng,et al.  Achieving balance between proximity and diversity in multi-objective evolutionary algorithm , 2012, Inf. Sci..

[79]  Bo Zhang,et al.  Balancing Convergence and Diversity in Decomposition-Based Many-Objective Optimizers , 2016, IEEE Transactions on Evolutionary Computation.

[80]  Yong Wang,et al.  Locating Multiple Optimal Solutions of Nonlinear Equation Systems Based on Multiobjective Optimization , 2015, IEEE Transactions on Evolutionary Computation.

[81]  Xin Yao,et al.  Estimation of the Distribution Algorithm With a Stochastic Local Search for Uncertain Capacitated Arc Routing Problems , 2016, IEEE Transactions on Evolutionary Computation.

[82]  Xin Yao,et al.  Analysis of Computational Time of Simple Estimation of Distribution Algorithms , 2010, IEEE Transactions on Evolutionary Computation.

[83]  Maoguo Gong,et al.  Personalized Recommendation Based on Evolutionary Multi-Objective Optimization [Research Frontier] , 2015, IEEE Computational Intelligence Magazine.

[84]  José Antonio Lozano,et al.  Path Planning for Single Unmanned Aerial Vehicle by Separately Evolving Waypoints , 2015, IEEE Transactions on Robotics.

[85]  Zengqi Sun,et al.  Histogram-Based Estimation of Distribution Algorithm: A Competent Method for Continuous Optimization , 2008, Journal of Computer Science and Technology.

[86]  Jyh-Horng Chou,et al.  Design of Optimal Controllers for Takagi–Sugeno Fuzzy-Model-Based Systems , 2007, IEEE Transactions on Systems, Man, and Cybernetics - Part A: Systems and Humans.

[87]  Qingfu Zhang,et al.  Hybridization of Decomposition and Local Search for Multiobjective Optimization , 2014, IEEE Transactions on Cybernetics.

[88]  Maoguo Gong,et al.  Unsupervised Band Selection Based on Evolutionary Multiobjective Optimization for Hyperspectral Images , 2016, IEEE Transactions on Geoscience and Remote Sensing.

[89]  Yuhui Shi,et al.  Convergence analysis of brain storm optimization algorithm , 2016, 2016 IEEE Congress on Evolutionary Computation (CEC).

[90]  Shyi-Ming Chen,et al.  A new query reweighting method for document retrieval based on genetic algorithms , 2006, IEEE Transactions on Evolutionary Computation.

[91]  Henry Shu-Hung Chung,et al.  Pseudocoevolutionary genetic algorithms for power electronic circuits optimization , 2006 .

[92]  Jun Zhang,et al.  Hybrid Genetic Algorithm Using a Forward Encoding Scheme for Lifetime Maximization of Wireless Sensor Networks , 2010, IEEE Transactions on Evolutionary Computation.

[93]  Kwong-Sak Leung,et al.  An efficient data mining method for learning Bayesian networks using an evolutionary algorithm-based hybrid approach , 2004, IEEE Transactions on Evolutionary Computation.

[94]  Maoguo Gong,et al.  Clonal Selection with Immune Dominance and Anergy Based Multiobjective Optimization , 2005, EMO.

[95]  Lishan Kang,et al.  A fast and elitist parallel evolutionary algorithm for solving systems of non-linear equations , 2003, The 2003 Congress on Evolutionary Computation, 2003. CEC '03..

[96]  Xin Yao,et al.  A Memetic Algorithm for VLSI Floorplanning , 2007, IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics).

[97]  Henry Y. K. Lau,et al.  A strategic behavioral-based intelligent transport system with artificial immune system , 2004, 2004 IEEE International Conference on Systems, Man and Cybernetics (IEEE Cat. No.04CH37583).

[98]  N. Hansen,et al.  Markov Chain Analysis of Cumulative Step-Size Adaptation on a Linear Constrained Problem , 2015, Evolutionary Computation.

[99]  Kim-Fung Man,et al.  Structured genetic algorithm for robust H∞ control systems design , 1996, IEEE Trans. Ind. Electron..

[100]  Maoguo Gong,et al.  A memetic algorithm for computing and transforming structural balance in signed networks , 2015, Knowl. Based Syst..

[101]  Xin Yao,et al.  Time complexity analysis of an evolutionary algorithm for finding nearly maximum cardinality matching , 2008, Journal of Computer Science and Technology.

[102]  Aimin Zhou,et al.  Benchmarking algorithms for dynamic travelling salesman problems , 2004, Proceedings of the 2004 Congress on Evolutionary Computation (IEEE Cat. No.04TH8753).

[103]  Wenjian Luo,et al.  A Novel Search Biases Selection Strategy for Constrained Evolutionary Optimization , 2006, 2006 IEEE International Conference on Evolutionary Computation.

[104]  Rui Zhou,et al.  UCAV path planning based on Ant Colony Optimization and satisficing decision algorithm , 2008, 2008 IEEE Congress on Evolutionary Computation (IEEE World Congress on Computational Intelligence).

[105]  Yuping Wang,et al.  An orthogonal genetic algorithm with quantization for global numerical optimization , 2001, IEEE Trans. Evol. Comput..

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[108]  Yang Yu,et al.  A new approach to estimating the expected first hitting time of evolutionary algorithms , 2006, Artif. Intell..

[109]  Maoguo Gong,et al.  An Efficient Memetic Algorithm for Influence Maximization in Social Networks , 2016, IEEE Computational Intelligence Magazine.

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[112]  Yuren Zhou,et al.  An Adaptive Tradeoff Model for Constrained Evolutionary Optimization , 2008, IEEE Transactions on Evolutionary Computation.

[113]  Xin Yao,et al.  An evolutionary clustering algorithm for gene expression microarray data analysis , 2006, IEEE Transactions on Evolutionary Computation.

[114]  Jun Zhang,et al.  A Novel Set-Based Particle Swarm Optimization Method for Discrete Optimization Problems , 2010, IEEE Transactions on Evolutionary Computation.

[115]  Aimin Zhou,et al.  A Multioperator Search Strategy Based on Cheap Surrogate Models for Evolutionary Optimization , 2015, IEEE Transactions on Evolutionary Computation.

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[117]  Yong Wang,et al.  Hybridizing particle swarm optimization with differential evolution for constrained numerical and engineering optimization , 2010, Appl. Soft Comput..

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[119]  Maoguo Gong,et al.  A Multiobjective Sparse Feature Learning Model for Deep Neural Networks , 2015, IEEE Transactions on Neural Networks and Learning Systems.

[120]  Kwong-Sak Leung,et al.  Applying Genetic Parallel Programming to Synthesize Combinational Logic Circuits , 2007, IEEE Transactions on Evolutionary Computation.

[121]  Yong Wang,et al.  A Multiobjective Optimization-Based Evolutionary Algorithm for Constrained Optimization , 2006, IEEE Transactions on Evolutionary Computation.

[122]  Jing Liu,et al.  Moving Block Sequence and Organizational Evolutionary Algorithm for General Floorplanning With Arbitrarily Shaped Rectilinear Blocks , 2008, IEEE Transactions on Evolutionary Computation.

[123]  Maoguo Gong,et al.  Image texture classification using a manifold- distance-based evolutionary clustering method , 2008 .

[124]  Haibin Duan,et al.  An improved constrained differential evolution algorithm for unmanned aerial vehicle global route planning , 2015, Appl. Soft Comput..

[125]  Ying Lin,et al.  Particle Swarm Optimization With an Aging Leader and Challengers , 2013, IEEE Transactions on Evolutionary Computation.

[126]  Yang Yu,et al.  Running time analysis: Convergence-based analysis reduces to switch analysis , 2015, 2015 IEEE Congress on Evolutionary Computation (CEC).

[127]  Xin Yao,et al.  Solving equations by hybrid evolutionary computation techniques , 2000, IEEE Trans. Evol. Comput..

[128]  Maoguo Gong,et al.  An artificial immune system algorithm for CDMA multiuser detection over multi-path channels , 2005, GECCO '05.

[129]  Yong Wang,et al.  Combining Multiobjective Optimization With Differential Evolution to Solve Constrained Optimization Problems , 2012, IEEE Transactions on Evolutionary Computation.

[130]  Hui Li,et al.  A lower-dimensional-search evolutionary algorithm and its application in constrained optimization problems , 2007, 2007 IEEE Congress on Evolutionary Computation.

[131]  Cheng Wang,et al.  A global optimization algorithm for target set selection problems , 2014, Inf. Sci..

[132]  Xin Yao,et al.  Large scale evolutionary optimization using cooperative coevolution , 2008, Inf. Sci..

[133]  Zixing Cai,et al.  Cooperative Coevolutionary Adaptive Genetic Algorithm in Path Planning of Cooperative Multi-Mobile Robot Systems , 2002, J. Intell. Robotic Syst..

[134]  Lu Gan,et al.  Elitist Chemical Reaction Optimization for Contour-Based Target Recognition in Aerial Images , 2015, IEEE Transactions on Geoscience and Remote Sensing.

[135]  Lishan Kang,et al.  A dynamical evolutionary algorithm for constrained optimization problems , 2002, Proceedings of the 2002 Congress on Evolutionary Computation. CEC'02 (Cat. No.02TH8600).

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[137]  Yuan Yan Tang,et al.  An evolutionary autonomous agents approach to image feature extraction , 1997, IEEE Trans. Evol. Comput..

[138]  Xin Yao,et al.  Convex Hull-Based Multiobjective Genetic Programming for Maximizing Receiver Operating Characteristic Performance , 2015, IEEE Transactions on Evolutionary Computation.

[139]  Shinn-Ying Ho,et al.  Intelligent evolutionary algorithms for large parameter optimization problems , 2004, IEEE Trans. Evol. Comput..

[140]  Whei-Min Lin,et al.  An Improved Tabu Search for Economic Dispatch with Multiple Minima , 2002, IEEE Power Engineering Review.

[141]  Tak-Chung Fu,et al.  An evolutionary approach to pattern-based time series segmentation , 2004, IEEE Transactions on Evolutionary Computation.

[142]  Gwo-Ching Liao,et al.  Application of a fuzzy neural network combined with a chaos genetic algorithm and simulated annealing to short-term load forecasting , 2006, IEEE Transactions on Evolutionary Computation.

[143]  Qingfu Zhang,et al.  Are All the Subproblems Equally Important? Resource Allocation in Decomposition-Based Multiobjective Evolutionary Algorithms , 2016, IEEE Transactions on Evolutionary Computation.

[144]  Ying-Tung Hsiao,et al.  Multiobjective evolution programming method for feeder reconfiguration , 2004 .

[145]  Jun Wang,et al.  Nonlinear Blind Source Separation Using Higher Order Statistics and a Genetic Algorithm , 2001 .

[146]  Maoguo Gong,et al.  Complex Network Clustering by Multiobjective Discrete Particle Swarm Optimization Based on Decomposition , 2014, IEEE Transactions on Evolutionary Computation.

[147]  Xin Yao,et al.  Materialized view selection as constrained evolutionary optimization , 2003, IEEE Trans. Syst. Man Cybern. Part C.

[148]  Thomas Bäck,et al.  An Overview of Evolutionary Computation , 1993, ECML.

[149]  Zhiqiang Zheng,et al.  Height and attitude active disturbance rejection controller design of a small-scale helicopter , 2014, Science China Information Sciences.

[150]  Wenyin Gong,et al.  Differential Evolution With Ranking-Based Mutation Operators , 2013, IEEE Transactions on Cybernetics.

[151]  Chao-Ming Huang,et al.  A particle swarm optimization to identifying the ARMAX model for short-term load forecasting , 2005 .

[152]  W. Lin,et al.  Nonconvex Economic Dispatch by Integrated Artificial Intelligence , 2001, IEEE Power Engineering Review.

[153]  Xin Yao,et al.  Negatively Correlated Search , 2015, IEEE Journal on Selected Areas in Communications.

[154]  Yu Liu,et al.  An Evolutionary Algorithm Based on Cloud Model: An Evolutionary Algorithm Based on Cloud Model , 2009 .

[155]  Zhuhong Zhang,et al.  Immune optimization algorithm for constrained nonlinear multiobjective optimization problems , 2007, Appl. Soft Comput..

[156]  Bin Li,et al.  A hardware/software partitioning algorithm based on artificial immune principles , 2008, Appl. Soft Comput..

[157]  Fei Peng,et al.  Population-Based Algorithm Portfolios for Numerical Optimization , 2010, IEEE Transactions on Evolutionary Computation.