Title :
An Inexact Quasi-Newton Algorithm Combined with Jacobian Restart Technique for Nonlinear Equation Systems
Author :
Yang Yueting ; Zhang Qi ; Lu Yunlong ; Jiang Xiaowei
Author_Institution :
Sch. of Math. & Inst. of Appl. Math., Beihua Univ., Jilin, China
Abstract :
Quasi-Newton methods are the efficient alternative to Newton methods for solving nonlinear equation systems, since it can overcome the troubles of mass computing or hard to compute for Jacobian matrices. An inexact Broyden rank one quasi-Newton algorithm is proposed in this paper. It can be guaranteed the search directions are descent directions for any norm of system of equations in new algorithm. Moreover, an inexact search technique is exploited such that some redundant steps can be left out and the demand for memory can be saved.
Keywords :
Jacobian matrices; Newton method; nonlinear equations; search problems; Jacobian matrices; Jacobian restart technique; descent directions; inexact Broyden rank one quasi-Newton algorithm; inexact quasi-Newton algorithm; inexact search technique; mass computing; nonlinear equation systems; quasi-Newton methods; redundant steps; search directions; Convergence; Indexes; Jacobian matrices; Newton method; Nonlinear equations; Optimization; Quasi-Newton methods; inexact search; nonlinear equation systems;
Conference_Titel :
Computational Sciences and Optimization (CSO), 2012 Fifth International Joint Conference on
Conference_Location :
Harbin
Print_ISBN :
978-1-4673-1365-0
DOI :
10.1109/CSO.2012.58