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Two improved harmony search algorithms for solving engineering optimization problems

机译:解决工程优化问题的两种改进的和声搜索算法

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This paper describes two new harmony search (HS) meta-heuristic algorithms for engineering optimization problems with continuous design variables. The key difference between these algorithms and traditional (HS) method is in the way of adjusting bandwidth (bw). bw is very important factor for the high efficiency of the harmony search algorithms and can be potentially useful in adjusting convergence rate of algorithms to optimal solution. First algorithm, proposed harmony search (PHS), introduces a new definition of bandwidth (bw). Second algorithm, improving proposed harmony search (IPHS) employs to enhance accuracy and convergence rate of PHS algorithm. In IPHS, non-uniform mutation operation is introduced which is combination of Yang bandwidth and PHS bandwidth. Various engineering optimization problems, including mathematical function minimization problems and structural engineering optimization problems, are presented to demonstrate the effectiveness and robustness of these algorithms. In all cases, the solutions obtained using IPHS are in agreement or better than those obtained from other methods.
机译:本文介绍了两种新的和声搜索(HS)元启发式算法,用于具有连续设计变量的工程优化问题。这些算法与传统(HS)方法之间的主要区别在于调整带宽(bw)的方式。 bw是和声搜索算法高效的非常重要的因素,并且在将算法的收敛速度调整为最佳解时可能很有用。第一种算法,提出的和声搜索(PHS),引入了带宽(bw)的新定义。第二种算法是改进提议的和声搜索(IPHS),以提高PHS算法的准确性和收敛速度。在IPHS中,引入了非均匀突变操作,该操作是Yang带宽和PHS带宽的组合。提出了各种工程优化问题,包括数学函数最小化问题和结构工程优化问题,以证明这些算法的有效性和鲁棒性。在所有情况下,使用IPHS获得的解决方案与通过其他方法获得的解决方案相一致或更好。

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