A New Lagrangian Multiplier Method on Constrained Optimization

Abstract

In this paper, a new augmented Lagrangian function with 4-piecewise linear NCP function is introduced for solving nonlinear programming problems with equality constrained and inequality constrained. It is proved that a solution of the original constrained problem and corresponding values of Lagrange multipliers can be found by solving an unconstrained minimization of the augmented Lagrange function. Meanwhile, a new Lagrangian multiplier method corresponding with new augmented Lagrangian function is proposed. And this method is implementable and convergent.

Share and Cite:

Y. Shang, S. Guo and X. Jiang, "A New Lagrangian Multiplier Method on Constrained Optimization," Applied Mathematics, Vol. 3 No. 10A, 2012, pp. 1409-1414. doi: 10.4236/am.2012.330198.

Conflicts of Interest

The authors declare no conflicts of interest.

References

[1] G. Pillo and L. Grippo, “A New Class of Augmented Lagrangian in Nonlinear Programming,” SIAM Journal on Control and Optimization, Vol. 17, No. 5, 1979, pp. 617-628.
[2] G. Pillo and L. Grippo, “An Augmented Lageangian function for Inequlity Constrains in Nonlinear Programming Problems,” Optimization Theorem and Application, Vol. 36, No. 4, 1982, pp. 495-520. doi:10.1007/BF00940544
[3] G. Pillo and S. Lucidi, “An augmented Lagrange Function with Improved Exactness Properties,” SIAM Journal on Control and Optimization, Vol. 12, No. 2, 2001, pp. 376-406.
[4] D. G. Pu and Z. Jin, “A New Lagrange Multiplier Method,” Tongji University Journal, Vol. 9, No. 38, 2010, pp. 1384-1391.
[5] K. D. Li and D. G. Pu, “A class of New Lagrange Multiplier Methods,” OR Transaction, Vol. 10, No. 4, 2006, pp. 9-24.
[6] X.-W. Du and Y.-L. Shang, “Exact Augmented Lagrange Function for Nonlinear Programming Problems with Inequality and Equality Constraints,” Applied Mathematics and Mechanics, Vol. 26, No. 12, 2005, pp. 1651-1656.
[7] K. Su, “Trust-Region Filter Method with NCP Function,” Journal of Systems Science and Mathematical Science, Vol. 28, No. 12, 2008, pp. 1525-1534
[8] D. G. Pu, “A New Filter Method,” OR Transaction, Vol. 1, No. 15, 2011, pp. 46-58.
[9] W. Hua and D. G. Pu, “A Modified QP-Free Feasible Method,” Applied Mathmatical Modelling, Vol. 35, No. 4, 2011, pp. 1696-1708. doi:10.1016/j.apm.2010.10.002
[10] K. Li and D. G. Pu, “Filter QP-Free Method with 3-Piece Wise Linear NCP Function,” OR Transaction, Vol. 12, No. 2, 2008, pp. 49-57.
[11] Y. X. Yuan, “Numerical Method for Nonlinear Programming,” Shanghai Science and Technology Press, Shanghai, 1993.
[12] B. L. Chen, “The Theory of Optimization and Calculate,” 2nd Edition, Tsinghua University Press, Beijing, 2005.

Copyright © 2024 by authors and Scientific Research Publishing Inc.

Creative Commons License

This work and the related PDF file are licensed under a Creative Commons Attribution 4.0 International License.