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Generation of Pareto Frontier via a Modified Directed Search Domain Method

机译:通过改进的定向搜索域方法生成帕累托边界

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Multiobjective optimization is one of the key challenges in engineering design process. Due to the non-uniqueness of the solution in this context, a set of evenly distributed solutions is particularly important for the designer. Directed Search Domain (DSD) method is proved to be efficient enough to tackle such a problem. In this paper, we introduce two main modifications of the DSD to make the algorithm simpler for application. They are related to the conduct of the search domain and reformulation of the appropriate single objective optimization problem. The proposed modifications increase the efficiency of the method in computational time with lower number of objective evaluations. A set of test cases demonstrates the capabilities of the new approach.
机译:多目标优化是工程设计过程中的关键挑战之一。由于在这种情况下解决方案的非唯一性,因此,一组均匀分布的解决方案对设计人员而言尤其重要。事实证明,定向搜索域(DSD)方法足以解决此类问题。在本文中,我们介绍了DSD的两个主要修改,以使该算法更易于应用。它们与搜索域的行为以及适当的单目标优化问题的重新制定有关。所提出的修改以较少的客观评估提高了该方法在计算时间上的效率。一组测试用例演示了新方法的功能。

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