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ADAPTIVE COMPLEX METHOD FOR EFFICIENT DESIGN OPTIMIZATION

机译:高效的优化设计的自适应复杂方法

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Box's Complex method for direct search has shown promise when applied to simulation based optimization. In direct search methods, like Box's Complex method, the search starts with a set of points, where each point is a solution to the optimization problem. In the Complex method the number of points must be at least one plus the number of variables. However, in order to avoid premature termination and increase the likelihood of finding the global optimum more points are often used at the expense of the required number of evaluations The idea in this paper is to gradually remove points during the optimization in order to achieve an adaptive Complex method for more efficient design optimization. The proposed method shows encouraging results when compared to the Complex method with fix number of points and a quasi-Newton method.
机译:Box的直接搜索复杂方法在应用于基于仿真的优化时显示出了希望。在直接搜索方法(如Box的Complex方法)中,搜索从一组点开始,其中每个点都是优化问题的解决方案。在复杂方法中,点数必须至少为一加上变量数。但是,为了避免过早终止并增加找到全局最优值的可能性,经常使用更多的点以牺牲所需的评估次数为代价。本文的想法是在优化过程中逐渐删除点以实现自适应复杂的方法可实现更有效的设计优化。与具有固定点数和拟牛顿法的复数方法相比,该方法显示出令人鼓舞的结果。

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