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Research Interests
Swarm intelligence
Particle swarm optimization
Dynamic optimization
Multi-objective optimization
Artificial intelligence in games
Benchmarks for DOPs
The moving peaks problem(MPB, c++ codes in OFEC)
The generalized dynamic benchmark generator(GDBG, c++ codes in OFEC)
Conference Activites
Co-chair/Co-organizer
IEEE CEC 2013，Special Session on Evolutionary Computation in Dynamic and Uncertain Environments，CEC – ECiDUE‘13
IEEE WCCI 2012，Special Session Evolutionary Computation in Dynamic and Uncertain Environments，WCCI – ECiDUE‘12
Program Committee Member
IEEE Congress on Evolutionary Computation, CEC 2013
IEEE Symposium Series on Computational Intelligence, SSCI 2013
IEEE Would Congress on Computational Intelligence, WCCI 2012
Invited Talks
Liverpool John Moores University, "Tracking The Global Optimum Using Multi-swarm Approaches in Dynamic Environments", July 4, 2013
Reviewing Activities
Research Collaborators
Trung Thanh Nguyen
Shengxiang Yang
Ming Yang
Hui Wang
- 横向项目，外观检测机智能过滤系统（2019346152），2019.05~2020.12
- 湖北省楚天学子计划（2013199157），湖北省教育厅，2013.01~2015.12
- 国家自然科学基金青年基金项目，动态环境下基于聚类的自学习多种群算法研究（61203306），2013.01~2015.12
- 国家自然科学基金面上项目，动态环境下自适应多种群算法及其在供水管网污染源追踪中的应用（61673355），2017.01-2020.12
- 国家自然科学基金面上项目，基于子空间搜索潜力建模的多种群动态约束优化方法（62076226），2021.01-2024.12
- Ruwang Jiao, Sanyou Zeng, Changhe Li, Yew-Soon Ong, Two-type weight adjustments in MOEA/D for highly constrained many-objective optimization, Information Sciences, 2021, 578: 592-614.
- Changhe Li, Trung Thanh Nguyen, Sanyou Zeng, Ming Yang and Min Wu. An Open Framework for Constructing Continuous Optimization Problems. IEEE Transactions on Cybernetics, 2019, 49(6):2316-2330.
- Ruwang Jiao, Sanyou Zeng, Changhe Li*, Yuhong Jiang, Yaochu Jin. A Complete Expected Improvement Criterion for Gaussian Process Assisted Highly Constrained Expensive Optimization. Information Sciences, 2019, 471:80-96.
- Ruwang Jiao, Sanyou Zeng, Changhe Li*. A Feasible-ratio Control Technique for Constrained Optimization. Information Sciences, 2019, 502: 201-217.
- Ming Yang, Aimin Zhou, Changhe Li*, Jing Guan, Xuesong Yan. CCFR2: A More Efficient Cooperative Co-evolutionary Framework for Large-scale Global Optimization. Information Sciences, 2020, 512: 64-79.
- Ming Yang, Aimin Zhou, Changhe Li*, Xin Yao. An Efficient Recursive Differential Grouping for Large-Scale Continuous Problems. IEEE Transactions on Evolutionary Computation, 2020.
- Ruwang Jiao,Sanyou Zeng, Changhe Li*, Shengxiang Yang, Yew-Soon Ong. Handling Constrained Many-objective Optimization Problems via Problem Transformation. IEEE Transactions on Cybernetics, 2020.
- Changhe Li, Rui Yang, Li Zhou, Sanyou Zeng, Michalis Mavrovouniotis, Ming Yang, Shengxiang Yang, Min Wu. An Adaptive Multi-Population Evolutionary Algorithm for Contamination Source Identification in Water Distribution Systems. Journal of Water Resources Planning and Management, 2020.
- Ruwang Jiao.Dynamic Multi-objective Evolutionary Algorithms for Single-objective Optimization.Applied Soft Computing.2017,61:793-805
- Michalis Mavrovouniotis, Changhe Li and Shengxiang.A Survey of Swarm Intelligence for Dynamic Optimization: Algorithms and Applications.Swarm and Evolutionary Computation.2017,33:1-17
- Sanyou Zeng, Ruwang Jiao, Changhe Li, Xi Li.A General Framework of Dynamic Constrained Multi-objective Evolutionary Algorithms for Constrained Optimization.IEEE Transactions on Cybernetics.2017,47(9):2678-2688
- Efficient Resource Allocation in Cooperative Co-evolution for Large-scale Global Optimization.IEEE Transactions on Evolutionary Computation.2017,21(4):493-505
- Many-objective Optimization with Dynamic Constraint Handling for Constrained Optimization Problems.Soft Computing.2017,21(24):7435-7445
- An Adaptive Multi-population Framework for Locating and Tracking Multiple Optima.IEEE Transactions on Evolutionary Computation.2016,20(4):590-605
- Multi-population Methods in Unconstrained Continuous Dynamic Environments: The Challenges.Information Sciences, Elsevier.2015,296(296):95-118