ON PROJECTED NEWTON BARRIER METHODS FOR LINEAR-PROGRAMMING AND AN EQUIVALENCE TO KARMARKAR PROJECTIVE METHOD

被引:186
作者
GILL, PE [1 ]
MURRAY, W [1 ]
SAUNDERS, MA [1 ]
TOMLIN, JA [1 ]
WRIGHT, MH [1 ]
机构
[1] KETRON INC,MT VIEW,CA 94040
关键词
COMPUTER PROGRAMMING - Algorithms;
D O I
10.1007/BF02592025
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
Interest in linear programming has been intensified recently by N. Karmarkar's publication in 1984 of an algorithm that is claimed to be much faster than the simplex method for practical problems. We review classical barrier-function methods for nonlinear programming based on applying a logarithmic transformation to inequality constraints. For the special case of linear programming, the transformed problem can be solved by a 'projected Newton barrier' method. This method is shown to be equivalent to Karmarkar's projective method for a particular choice of the barrier parameter. We then present details of a specific barrier algorithm and its practical implementation. Numerical results are given for several non-trivial test problems, and the implications for future developments in linear programming are discussed.
引用
收藏
页码:183 / 209
页数:27
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