A new nonmonotone adaptive trust region line search method for unconstrained optimization

Author:

Wang Xinyi,Ding Xianfeng,Qu Quan

Abstract

AbstractThis paper proposes a new nonmonotone adaptive trust region line search method for solving unconstrained optimization problems, and presents a modified trust region ratio, which obtained more reasonable consistency between the accurate model and the approximate model. The approximation of Hessian matrix is updated by the modified BFGS formula. Trust region radius adopts a new adaptive strategy to overcome additional computational costs at each iteration. The global convergence and superlinear convergence of the method are preserved under suitable conditions. Finally, the numerical results show that the proposed method is very efficient.

Publisher

Springer Science and Business Media LLC

Subject

Applied Mathematics

Reference19 articles.

1. Grippo L, Lamparillo F, Lucidi S. A nonmonotone line search technique for Newton’s method. SIAM J Numer Anal. 1986;23:707–16.

2. Nocedal J, Yuan Y. Combining trust region and line search techniques. In: Yuan Y, editor. Advances in nonlinear programming. Dordrecht: Kluwer Academic; 1996. p. 153–75.

3. Ahookhoosh M, Amini K, Peyghami M. A nonmonotone trust region line search method for large scale unconstrained optimization. Appl Math Model. 2012;36(1):478–87.

4. Sartenaer A. Automatic determination of an initial trust region in nonlinear programming. SIAM J Sci Comput. 1997;18(6):1788–803.

5. Zhang XS, Zhang JL, Liao LZ. An adaptive trust region method and its convergence. Sci China Ser A, Math. 2002;45(1):620–31.

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