Interior-point methods for nonconvex nonlinear programming: orderings and higher-order methods

被引:72
作者
Shanno, DF [1 ]
Vanderbei, RJ
机构
[1] Rutgers State Univ, New Brunswick, NJ 08903 USA
[2] Princeton Univ, Princeton, NJ 08544 USA
关键词
nonlinear programming; interior-point methods; nonconvex optimization; predictor-corrector; matrix ordering;
D O I
10.1007/s101070050116
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
The paper extends prior work by the authors on LUQO, an interior point algorithm for nonconvex nonlinear programming. The specific topics covered include primal versus dual orderings and higher order methods, which attempt to use each factorization of the Hessian matrix more than once to improve computational efficiency. Results show that unlike linear and convex quadratic programming, higher order corrections to the central trajectory are not useful for nonconvex nonlinear programming, but that a variant of Mehrotra's predictor-corrector algorithm can definitely improve performance.
引用
收藏
页码:303 / 316
页数:14
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