On Holder global optimization method using piecewise affine bounding functions

被引:0
|
作者
Chenouf, Chahinaz [1 ]
Rahal, Mohamed [1 ]
机构
[1] Ferhat Abbas Univ Set 1, Dept Math, Lab Fundamental&Numer Math LMFN, Setif 19000, Algeria
关键词
Global optimization; Holder univariate function; Covering methods; Affine bounding functions; Piyavskii's algorithm; ALGORITHM; EXTENSION;
D O I
10.1007/s11075-023-01524-x
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
This paper is devoted to solving the one-dimensional global optimization problems where the objective function f satisfies a Holder condition over a real interval [a , b]. We suggest two algorithms as an extended version of the Piyavskii's method. The first one is based on the use of the tangent at the midpoint of each subinterval of [a , b] of the parabolic lower bounding functions of f . The second one is a combination of two successive phases. In phase 1, we obtain with a few iterations, a subinterval which often contains the point of the global minimum using a K-a-Lipschitz lower bounding functions with a tolerance d much larger than the given accuracy e. In phase 2, we apply the first algorithm on the interval obtained in phase 1. A convergence result is proved and compared with the existing methods. The numerical experiments of the two algorithms on some test functions are encouraging.
引用
收藏
页码:905 / 935
页数:31
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