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- W3199511575 abstract "In recent ten years, artificial bee colony (ABC) has attracted more and more attention, and many state-of-the-art ABC variants (ABCs) have been developed by introducing different biased information to the search equations. However, the same biased information is employed in employed bee and onlooker bee phases, which will cause over exploitation and lead to premature convergence. To overcome this limit, an effective framework with tristage adaptive biased learning is proposed for existing ABCs (TABL + ABCs). In TABL + ABCs, the search direction in the employed bee stage is guided by learning the ranking biased information of the parent food sources, while in the onlooker bee stage, the search direction is determined by extracting the biased information of population distribution. Moreover, a deletion-restart learning strategy is designed in scout bee stage to prevent the potential risk of population stagnation. Systematic experiment results conducted on CEC2014 competition benchmark suite show that proposed TABL + ABCs perform better than recently published AEL + ABCs and ACoS + ABCs." @default.
- W3199511575 created "2021-09-27" @default.
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- W3199511575 date "2021-09-23" @default.
- W3199511575 modified "2023-10-17" @default.
- W3199511575 title "A Tristage Adaptive Biased Learning for Artificial Bee Colony" @default.
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- W3199511575 doi "https://doi.org/10.1155/2021/7902783" @default.
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