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• W113821110 abstract "Extremal optimization is a dynamic, heuristic intelligent algorithm. It evolves a single solution and makes local modifications to the worst components. In this paper, a knowledge-base mutation operator is presented based on the distribution knowledge of candidate solutions. And then a population-based extremal optimization with knowledge-based mutation is proposed by introducing the idea of swarm evolution. Finally, the proposed method is applied to PID parameter tuning. The simulation results show that the proposed algorithm is characterized by high response speed, small overshoot and steady-state error, and obtains satisfactory control effect." @default.
• W113821110 created "2016-06-24" @default.
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• W113821110 date "2014-01-01" @default.
• W113821110 modified "2023-09-25" @default.
• W113821110 title "A Population-Based Extremal Optimization Algorithm with Knowledge-Based Mutation" @default.
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• W113821110 doi "https://doi.org/10.1007/978-3-319-11857-4_11" @default.
• W113821110 hasPublicationYear "2014" @default.
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