A modified Levenberg-Marquardt method with line search for nonlinear equations

被引:12
作者
Chen, Liang [1 ]
机构
[1] Huaibei Normal Univ, Sch Math Sci, Huaibei 235000, Anhui, Peoples R China
关键词
Unconstrained optimization; Nonlinear equations; Levenberg-Marquardt method; Local error bound; Line search; CONVERGENCE; INEQUALITIES;
D O I
10.1007/s10589-016-9852-y
中图分类号
C93 [管理学]; O22 [运筹学];
学科分类号
070105 ; 12 ; 1201 ; 1202 ; 120202 ;
摘要
In this paper, we propose a new modified Levenberg-Marquardt method for nonlinear equations. At every iteration, not only a general LM step, but also two additional approximate LM steps which save the Jacobian calculation and employ line search for the step size, are computed. Under the error bound condition which is weaker than nonsingularity, this method is shown to be of fourth convergence order. Numerical results show that the new method is very efficient and could save many calculations of the Jacobian.
引用
收藏
页码:753 / 779
页数:27
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