A path-following interior-point algorithm for monotone LCP based on a modified Newton search direction

Welid Grimes, M. Achache
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Abstract

In this paper, we propose a short-step feasible full-Newton step path-following interior-point algorithm (IPA) for monotone linear complementarity problems (LCPs). The proposed IPA uses the technique of algebraic equivalent transformation (AET) induced by an univariate function to transform the centering equations which defines the central-path. By applying Newton’s method to the modified system of the central-path of LCP, a new Newton search direction is obtained. Under new appropriate defaults of the threshold τ which defines the size of the neighborhood of the central-path and of θ which determines the decrease in the barrier parameter, we prove that the IPA is well-defined and converges locally quadratically to a solution of the monotone LCPs. Moreover, we derive its iteration bound, namely, ) which coincides with the best-known iteration bound for such algorithms. Finally, some numerical results are presented to show its efficiency.
基于改进牛顿搜索方向的单调LCP路径跟踪内点算法
针对单调线性互补问题,提出了一种可行的短步全牛顿步路径跟踪内点算法。该方法利用单变量函数诱导的代数等价变换(AET)技术对定义中心路径的中心方程进行变换。将牛顿方法应用于LCP中心路径的改进系统,得到了一个新的牛顿搜索方向。在新的适当的阈值τ(定义中心路径的邻域大小)和θ(决定势垒参数的减小)的默认值下,我们证明了IPA是定义良好的,并且局部二次收敛于单调lcp的解。此外,我们导出了它的迭代界,即),它与这类算法最著名的迭代界一致。最后,给出了一些数值结果来证明该方法的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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