A finite termination Mehrotra-type predictor-corrector algorithm

被引:4
作者
Salahi, Maziar [1 ]
机构
[1] Univ Guilan, Fac Sci, Dept Math, Rasht, Iran
关键词
linear optimization; Mehrotra-type predictor-corrector algorithms; interior point methods;
D O I
10.1016/j.amc.2007.02.061
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
Mehrotra-type predictor-corrector algorithms are the backbone of most Interior Point Methods based software packages. Salahi et al. [M. Salahi, J. Peng, T. Terlaky, On Mehrotra-type predictor-corrector algorithms, Technical Report 2005/4, Advanced Optimization Lab., McMaster University, Hamilton, ON, Canada. http://www.cas.mcmaster. ca/similar to oplab/publication] in their recent works have shown some ill behaviors of Mehrotra's original algorithm which motivated them to modify it in order to achieve the polynomial iteration complexity while preserving its practical efficiency. In this paper we analyze the same algorithm from a different perspective and give a condition on the maximum feasible step size in the predictor step, violation of which might lead to a very small or even zero step size in the corrector step. If the maximum step size in the predictor step is above a certain threshold, then we cut it to satisfy the derived condition. This enables us to prove that the algorithm terminates finitely. C 2007 Elsevier Inc. All rights reserved.
引用
收藏
页码:1740 / 1746
页数:7
相关论文
共 16 条
[1]  
Andersen E. D., 2000, HIGH PERFORMANCE OPT, P197, DOI DOI 10.1007/978-1-4757-3216-0_8
[2]  
CPLEX, CPLEX ILOG OPTIMIZAT
[3]   PCx: An interior-point code for linear programming [J].
Czyzyk, J ;
Mehrotra, S ;
Wagner, M ;
Wright, SJ .
OPTIMIZATION METHODS & SOFTWARE, 1999, 11-2 (1-4) :397-430
[4]   ON FINDING A VERTEX SOLUTION USING INTERIOR POINT METHODS [J].
MEHROTRA, S .
LINEAR ALGEBRA AND ITS APPLICATIONS, 1991, 152 :233-253
[5]   Convergence conditions and Krylov subspace-based corrections for primal-dual interior-point method [J].
Mehrotra, S ;
Li, ZF .
SIAM JOURNAL ON OPTIMIZATION, 2005, 15 (03) :635-653
[6]   ON THE IMPLEMENTATION OF A PRIMAL-DUAL INTERIOR POINT METHOD [J].
Mehrotra, Sanjay .
SIAM JOURNAL ON OPTIMIZATION, 1992, 2 (04) :575-601
[7]  
Roos C., 2006, INTERIOR POINT METHO
[8]  
SALAHI M, 20054 MCMASTER U
[9]  
SALAHI M, 2006, THESIS MCMASTER U
[10]  
SALAHI M, IN PRESS J OPERATION