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基于鱼群算法的函数优化分析

于 2022-01-25 发布 文件大小:4.45 kB
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鱼类的活动中,觅食行为、聚群行为、追尾行为和随机行为与我们的待寻优函数问题有着较密切的关系,如何利用简便有效的方式来构造并实现这些行为将是工鱼群算法主要面临的问题。觅食行为是一种鱼群循着食物多的方向游动的行为,在寻优过程中则是向较优方向前进。在聚群行为中,为了保证生存和躲避危害,鱼会自然地聚集成群。鱼聚群时所遵守的规则有3条:(1)分隔规则,尽量避免与临近伙伴过于拥挤;(2)对准规则,尽量与临近伙伴的平均方向一致;(3)内聚规则,尽量朝临近伙伴的中心移动。追尾行为就是一种向临近的最活跃者追逐的行为,在寻优算法中可以理解为是向附近的最优伙伴前进的过程。

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