Using two successive subgradients in the ellipsoid method for nonlinear programming

A variant of the ellipsoid method for nonlinear programming is introduced to enhance the speed of convergence. This variant is based on a new simple scheme to reduce the ellipsoid volume by using two center cuts generated in two consecutive iterations of the ellipsoid method. Computational tests show a significant improvement in computational efficiency. The tests show that the improvement is more significant for larger-size problems.

[1]  Naum Zuselevich Shor,et al.  Minimization Methods for Non-Differentiable Functions , 1985, Springer Series in Computational Mathematics.

[2]  Michael Kupferschmid,et al.  A numerical investigation of rank-two ellipsoid algorithms for nonlinear programming , 1989, Math. Program..

[3]  M. Todd,et al.  The Ellipsoid Method: A Survey , 1980 .

[4]  N. Z. Shor,et al.  A minimization method using the operation of extension of the space in the direction of the difference of two successive gradients , 1971 .

[5]  N. Z. Shor Cut-off method with space extension in convex programming problems , 1977, Cybernetics.

[6]  Michael Kupferschmid,et al.  Using deep cuts in an ellipsoid algorithm for nonlinear programming , 1985 .

[7]  N. Z. Shor,et al.  Family of algorithms for solving convex programming problems , 1979 .

[8]  Joseph G. Ecker,et al.  A class of rank-two ellipsoid algorithms for convex programming , 1984, Math. Program..

[9]  Hans-Jakob Lüthi,et al.  On the Solution of Variational Inequalities by the Ellipsoid Method , 1985, Math. Oper. Res..

[10]  J. Ecker,et al.  A Computational Comparison of the Ellipsoid Algorithm with Several Nonlinear Programming Algorithms , 1985 .

[11]  Michael J. Todd On Minimum Volume Ellipsoids Containing Part of a Given Ellipsoid , 1982, Math. Oper. Res..

[12]  Mordecai Avriel,et al.  Nonlinear programming , 1976 .

[13]  Michael Kupferschmid,et al.  An ellipsoid algorithm for nonlinear programming , 1983, Math. Program..

[14]  Michael J. Todd,et al.  Feature Article - The Ellipsoid Method: A Survey , 1981, Oper. Res..