NEWTON-ANDERSON AT SINGULAR POINTS

被引:2
作者
Dallas, Matt [1 ]
Pollock, Sara [1 ]
机构
[1] Univ Florida, Dept Math, Gainesville, FL 32611 USA
基金
美国国家科学基金会;
关键词
Anderson acceleration; Newton's method; safeguarding; singular problems; CONVERGENCE ACCELERATION; BRANCH-POINTS; EQUATIONS; SYSTEM;
D O I
10.4208/ijnam2023-1029
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
In this paper we develop convergence and acceleration theory for Anderson acceleration applied to Newton's method for nonlinear systems in which the Jacobian is singular at a solution. For these problems, the standard Newton algorithm converges linearly in a region about the solution; and, it has been previously observed that Anderson acceleration can substantially improve convergence without additional a priori knowledge, and with little additional computation cost. We present an analysis of the Newton-Anderson algorithm in this context, and introduce a novel and theoretically supported safeguarding strategy. The convergence results are demonstrated with the Chandrasekhar H-equation and a variety of benchmark examples.
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页码:667 / 692
页数:26
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