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3 papers
Adaptive strategy in differential evolution via explicit exploitation and exploration controls
Sheng Xin Zhang, Wing Shing Chan, Kit Sang Tang +1
Existing multi-strategy adaptive differential evolution (DE) commonly involves trials of multiple strategies and then rewards better-performing ones with more resources. However, t…
Multi-Layer Competitive-Cooperative Framework for Performance Enhancement of Differential Evolution
Sheng Xin Zhang, Li Ming Zheng, Kit Sang Tang +2
Differential Evolution (DE) is recognized as one of the most powerful optimizers in the evolutionary algorithm (EA) family. Many DE variants were proposed in recent years, but sign…
Selective-Candidate Framework with Similarity Selection Rule for Evolutionary Optimization
Sheng Xin Zhang, Wing Shing Chan, Zi Kang Peng +2
Achieving better exploitation and exploration capabilities (EEC) have always been an important yet challenging issue in the design of evolutionary optimization algorithm (EOA). The…