A Modified Feasible SSLE Algorithm for Nonlinearly Constrained Optimization

Zhijun Luo, Guohua Chen, Zhibin Zhu
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Abstract

Sequential systems of linear equations methods(SSLE) are proposed mainly to solve the inconsistency and computation problems existed in the classical SQP method. In this paper, a new algorithm for inequality constrained optimization problems is presented. The attractive feature of the new algorithm is that only one system of linear equations is required to obtain the revised feasible descent direction. In order to void the Maratos effect, combined the generalized projection technique, a height-order correction direction is computed by an explicit formula, and it plays a important role in avoiding the strict complementarity. Furthermore, its global and superlinear convergence rate are obtained under some suitable conditions.
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非线性约束优化的改进可行SSLE算法
时序线性方程组方法主要是为了解决经典SQP方法存在的不一致性和计算问题而提出的。本文提出了一种求解不等式约束优化问题的新算法。该算法的优点是只需要一个线性方程组就可以得到修正后的可行下降方向。为了消除Maratos效应,结合广义投影技术,用显式公式计算高阶校正方向,对避免严格互补有重要作用。在一定条件下,得到了该算法的全局收敛速度和超线性收敛速度。
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