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A smoothing projected Newton-type algorithm for semi-infinite programming

机译:半无限规划的平滑投影牛顿型算法

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This paper presents a smoothing projected Newton-type method for solving the semi-infinite programming (SIP) problem. We first reformulate the KKT system of the SIP problem into a system of constrained nonsmooth equations. Then we solve this system by a smoothing projected Newton-type algorithm. At each iteration only a system of linear equations needs to be solved. The feasibility is ensured via the aggregated constraint under some conditions. Global and local superlinear convergence of this method is established under some standard assumptions. Preliminary numerical results are reported.
机译:本文提出了一种光滑投影牛顿型方法来解决半无限规划(SIP)问题。我们首先将SIP问题的KKT系统重新表述为约束非光滑方程组。然后,我们通过平滑投影牛顿型算法求解该系统。在每次迭代中,只需要求解线性方程组。在某些情况下,通过汇总约束条件可以确保可行性。在某些标准假设下建立了该方法的全局和局部超线性收敛。报告了初步的数值结果。

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