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PID-based search algorithm:UP作为大三学生提出的第一个元启发式算法 SCI TOP 独作

2023-07-06 19:37 作者:一万万万年太久  | 我要投稿

具体文章访问:https://www.sciencedirect.com/science/article/abs/pii/S095741742301388X

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下面是摘要(最后有matlab代码获取地址):

In this paper, a metaheuristic algorithm called PID-based search algorithm (PSA) is proposed for global optimization. The algorithm is based on an incremental PID algorithm that converges the entire population to an optimal state by continuously adjusting the system deviations. PSA is mathematically modeled and implemented to achieve optimization in a wide range of search spaces. PSA is used to solve CEC2017 benchmark test functions and six constrained problems. The optimization performance of PSA is verified by comparing it with seven metaheuristics proposed in recent years. The Kruskal-Wallis, Holm and Friedman tests verified the superiority of PSA in terms of statistical significance. The results show that PSA can be better balanced exploration and exploitation with strong optimization capability. Source codes of PSA are publicly available at https://ww2.mathworks.cn/matlabcentral/fileexchange/131534-pid-based-search-algorithm.

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