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An aggregate deformation homotopy method for min-max-min problems with max-min constraints

机译:具有最大-最小约束的最小-最大-最小问题的聚集变形同伦方法

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摘要

In this paper, the constrained min-max-min problem, which is an essentially nonsmooth and nonconvex problem, is considered. Based on a twice aggregate function with a modification, an aggregate deformation homotopy method is established. Under some suitable assumptions, a smooth path from a randomly given point to a solution of the generalized KKT system is proven to exist. By numerically tracing the smooth path, a globally convergent algorithm for some solution of the problem is given. Some numerical results are given to show the feasibility of the method.
机译:在本文中,考虑了约束min-max-min问题,该问题本质上是非光滑且不凸的问题。基于二次聚合函数的修正,建立了聚合变形同伦方法。在一些适当的假设下,从随机给定点到广义KKT系统解的平滑路径被证明是存在的。通过数值跟踪平滑路径,给出了针对该问题的一些解决方案的全局收敛算法。数值结果表明了该方法的可行性。

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