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In this paper we develop a general convergence theory for nonmonotone line searches in optimization algorithms. The advantage of this theory is that it is applicable to various step size rules that have been published in the past decades. This gives more insight into the structure of these step size rules and points to several relaxations of the hypotheses. Furthermore, it can be used in the framework of discretized infinite-dimensional optimization problems like optimal control problems and ties the discretized problems to the original problem formulation.
Słowa kluczowe
Czasopismo
Rocznik
Tom
Strony
1059--1075
Opis fizyczny
Bibliogr. 9 poz.
Twórcy
Bibliografia
- Barzilai, J. and Borwein, J. (1988) Two-point step size gradient methods. IMA Journal Numer. Anal., 8 , 141-148.
- Grippo, L., Lampariello, F. and Lucidi, S. (1986) A nonmonotone Line search technique for Newton’s method. SIAM Journal on Numerical Analysis, 23, 707-716.
- Grippo, L., Lampariello, F. and Lucidi, S. (1989) A truncated Newton method with nonmonotone line search for unconstrained optimization. Journal of Optimization Theory and Applications, 60, 401-419.
- Hüther, B. (2002) Global convergence of algorithms with nonmonotone Line search strategy in unconstrained optimization. Results Math., 41, 320-333.
- Kaplan, A. and Tichatschke, R. (1994) Stable Methods for Ill-Posed Variational Problems. Akademie-Verlag, Berlin.
- Shi, Z.J. and Shen, J. (2006) Convergence of nonmonotone line searchmethod. Journal of Computational and Applied Mathematics, 193, 397-412.
- Tröltzsch,F. (2010) Optimal Control of Partial Differential Equations. AMS.
- Warth, W. and Werner, J. (1977) Effiziente Schrittweitenfunktionen bei unrestringierten Optimierungsaufgaben. Computing, 19, 59-72.
- Zhang, H. and Hager, W.W. (2004) A nonmonotone line search technique and its application to unconstrained optimization. SIAM Journal on Optimization, 14, 1043-1046.
Typ dokumentu
Bibliografia
Identyfikator YADDA
bwmeta1.element.baztech-article-BATC-0009-0025