An accelerated Picard method for nonlinear systems related to variably saturated flow

被引:78
|
作者
Lott, P. A. [1 ]
Walker, H. F. [2 ]
Woodward, C. S. [1 ]
Yang, U. M. [1 ]
机构
[1] Lawrence Livermore Natl Lab, Livermore, CA 94551 USA
[2] Worcester Polytech Inst, Worcester, MA 01609 USA
基金
美国能源部;
关键词
Richards' equation; Modified Picard iteration; Anderson acceleration; Acceleration methods; Newton's method; HYDRAULIC CONDUCTIVITY; NUMERICAL-SOLUTION; NEWTON ITERATION; EQUATION; ALGORITHM;
D O I
10.1016/j.advwatres.2011.12.013
中图分类号
TV21 [水资源调查与水利规划];
学科分类号
081501 ;
摘要
In this paper, we investigate the effectiveness of the Anderson acceleration method applied to modified Picard iteration for nonlinear problems arising in variably saturated flow modeling. While many authors have studied the relative merits of Newton's method and modified Picard iteration in this context, the combination of Anderson acceleration and modified Picard iteration has not been investigated for these problems until recently. Since modified Picard iteration can be slow to converge, we investigate the use of Anderson acceleration to provide faster convergence while maintaining the robustness and lower memory requirements of modified Picard iteration relative to Newton's method. Results indicate that Anderson acceleration significantly improves not only convergence speed but also robustness of modified Picard iteration and can often provide faster solutions than Newton's method without the need for derivative computations. (C) 2012 Elsevier Ltd. All rights reserved.
引用
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页码:92 / 101
页数:10
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