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A Niching Harmony Search Method for Multi-modal Optimization

机译:一种多模态优化的小生境和谐搜索方法

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摘要

The Harmony Search (HS) method is an emerging meta-heuristic optimization algorithm. However, it is generally not so efficient in dealing with multi-modal optimization problems, in which instead of only a single optimum, multiple optima need to be found. In our paper, a novel HS method based on the niching technique (deterministic crowding), n-HS, is proposed and studied to overcome this shortcoming. A total of eight typical multi-modal optimization functions are used to demonstrate that the n-HS can successfully locate most of the global and local optima.
机译:和谐搜索(HS)方法是一种新兴的元启发式优化算法。但是,在处理多模式优化问题时通常效率不高,在该问题中,需要找到多个最优而不是单个最优。在本文中,提出并研究了一种基于小生境技术(确定性拥挤)的新型HS方法n-HS来克服这一缺点。总共使用了八个典型的多模态优化函数来证明n-HS可以成功定位大多数全局和局部最优值。

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