A nonmonotone ODE-based method for unconstrained optimization

作者: Yi-gui Ou

DOI: 10.1080/00207160.2013.864390

关键词:

摘要: This paper presents a new hybrid algorithm for unconstrained optimization problems, which combines the idea of IMPBOT with nonmonotone line search technique. A feature proposed method is that at each iteration, system linear equations solved only once to obtain trial step, via modified limited-memory BFGS two loop recursion requires matrix–vector products, thus reducing computations and storage. Furthermore, when step not accepted, performs along it using scheme, larger stepsize can be yielded in procedure. Under some reasonable assumptions, convergence properties are analysed. Numerical results also reported show efficiency this method.

参考文章(34)
Y. H. Dai, On the nonmonotone line search Journal of Optimization Theory and Applications. ,vol. 112, pp. 315- 330 ,(2002) , 10.1023/A:1013653923062
Jorge Nocedal, Ya-xiang Yuan, Combining Trust Region and Line Search Techniques Springer US. pp. 153- 175 ,(1998) , 10.1007/978-1-4613-3335-7_7
Wu Qing-jun, Nonmonotone trust region algorithm for unconstrained optimization problems Applied Mathematics and Computation. ,vol. 217, pp. 4274- 4281 ,(2010) , 10.1016/J.AMC.2010.09.044
X.-L. Luo, C. T. Kelley, L.-Z. Liao, H. W. Tam, Combining Trust-Region Techniques and Rosenbrock Methods to Compute Stationary Points Journal of Optimization Theory and Applications. ,vol. 140, pp. 265- 286 ,(2009) , 10.1007/S10957-008-9469-0
Ying Ji, Yijun Li, Kecun Zhang, Xinli Zhang, A new nonmonotone trust-region method of conic model for solving unconstrained optimization Journal of Computational and Applied Mathematics. ,vol. 233, pp. 1746- 1754 ,(2010) , 10.1016/J.CAM.2009.09.011
Zhen-Jun Shi, Zhiwei Xu, The convergence of subspace trust region methods Journal of Computational and Applied Mathematics. ,vol. 231, pp. 365- 377 ,(2009) , 10.1016/J.CAM.2009.02.100
Wenyu Sun, Nonmonotone trust region method for solving optimization problems Applied Mathematics and Computation. ,vol. 156, pp. 159- 174 ,(2004) , 10.1016/J.AMC.2003.07.008
E. Michael Gertz, A quasi-Newton trust-region method Mathematical Programming. ,vol. 100, pp. 447- 470 ,(2004) , 10.1007/S10107-004-0511-1
María C. Maciel, María G. Mendonça, Adriana B. Verdiell, Monotone and nonmonotone trust-region-based algorithms for large scale unconstrained optimization problems Computational Optimization and Applications. ,vol. 54, pp. 27- 43 ,(2013) , 10.1007/S10589-012-9477-8
A. A. Brown, M. C. Bartholomew-Biggs, Some effective methods for unconstrained optimization based on the solution of systems of ordinary differential equations Journal of Optimization Theory and Applications. ,vol. 62, pp. 211- 224 ,(1989) , 10.1007/BF00941054