Modification of some scalarization approaches for multiobjective optimization

Vahid Amiri Khorasani, E. Khorram
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Abstract

In this paper, we propose revisions of two existing scalarization approaches, namely the feasible-value constraint and the weighted constraint. These methods do not easily provide results on proper efficient solutions of a general multiobjective optimization problem. By proposing some novel modifications for these methods, we derive some interesting results concerning proper efficient solutions. These scalarization approaches need no convexity assumption of the objective functions. We also demonstrate the efficiency of the proposed method using numerical experiments. In particular, a rocket injector design problem involving four objective functions illustrates the performance of the proposed method.
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多目标优化中一些标量化方法的改进
本文对现有的可行值约束和加权约束两种标化方法进行了改进。这些方法不容易给出一般多目标优化问题的适当有效解的结果。通过对这些方法提出一些新的修正,我们得到了一些关于适当有效解的有趣结果。这些标量化方法不需要目标函数的凸性假设。通过数值实验验证了该方法的有效性。以一个包含四个目标函数的火箭喷射器设计问题为例,说明了该方法的有效性。
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