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Properties of equation reformulation of the Karush-Kuhn-Tucker condition for nonlinear second order cone optimization problems

机译:非线性二阶锥优化问题的Karush-Kuhn-Tucker条件的方程式重新构造的性质

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摘要

We give an equation reformulation of the Karush-Kuhn-Tucker (KKT) condition for the second order cone optimization problem. The equation is strongly semismooth and its Clarke subdifferential at the KKT point is proved to be nonsingular under the constraint nondegeneracy condition and a strong second order sufficient optimality condition. This property is used in an implicit function theorem of semismooth functions to analyze the convergence properties of a local sequential quadratic programming type (for short, SQP-type) method by Kato and Fukushima (Optim Lett 1:129-144, 2007). Moreover, we prove that, a local solution x* to the second order cone optimization problem is a strict minimizer of the Han penalty merit function when the constraint nondegeneracy condition and the strong second order optimality condition are satisfied at x*.
机译:对于二阶锥优化问题,我们给出了Karush-Kuhn-Tucker(KKT)条件的方程式重构。该方程是强半光滑的,并且在约束非退化条件和强二阶充分最优条件下,其在KKT点的Clarke次微分被证明是非奇异的。在半光滑函数的隐函数定理中使用此属性,以分析Kato和Fukushima的局部顺序二次编程类型(简称SQP型)方法的收敛属性(Optim Lett 1:129-144,2007)。此外,我们证明,当约束非退化条件和强二阶最优条件满足x *时,二阶锥优化问题的局部解x *是Han罚优函数的严格极小值。

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