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Dynamic parameter control in differential evolution with combined variants to optimize a three-finger end effector

机译:通过组合变体优化差分进化的动态参数控制,以优化三指末端执行器

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A dynamic parameter control mechanism for the F parameter is added to a differential evolution with combined variants algorithm to optimize the design of a three-finger end effector. Such control is based on a sinusoidal behavior which allows the algorithm to get low and high stepsize values even late in the search. Two experiments are carried out to analyze the effect of the parameter control within the algorithm. The obtained performance is compared against the tuned version of the original algorithm and also against the tuned version of a differential evolution approach designed to solve mechanical design optimization problems. The results obtained suggest that the parameter control adopted helps the algorithm to find highly competitive results with a considerable lower number of solution evaluations.
机译:F参数的动态参数控制机制通过组合变体算法添加到差分进化中,以优化三指末端执行器的设计。这样的控制基于正弦行为,该行为使算法甚至在搜索后期也能获得较高和较低的步长值。进行了两个实验来分析算法中参数控制的效果。将获得的性能与原始算法的调整版本进行比较,并与旨在解决机械设计优化问题的差分进化方法的调整版本进行比较。获得的结果表明,所采用的参数控制有助于算法以极低的解决方案评估数量来找到具有高度竞争力的结果。

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