A MULTIRESOLUTION METHOD FOR DISTRIBUTED PARAMETER-ESTIMATION

被引:60
|
作者
LIU, J [1 ]
机构
[1] INST NATL RECH INFORMAT & AUTOMAT,F-78153 LE CHESNAY,FRANCE
来源
SIAM JOURNAL ON SCIENTIFIC COMPUTING | 1993年 / 14卷 / 02期
关键词
IDENTIFICATION; DISTRIBUTED PARAMETER; MULTIRESOLUTION; HAAR BASIS; BFGS OPTIMIZATION;
D O I
10.1137/0914024
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
A multiresolution method for distributed parameter estimation (or inverse problems) is studied numerically. The identification of the coefficient of an elliptic equation in one dimension is considered as our model problem. First, multiscale bases are used to analyze the degree of ill-posedness of the inverse problem. Second, based on some numerical results, it is shown that the method of scale-by-scale multiresolution yields robust and fast convergence. Finally, it is shown how the method gives a natural regularization approach which is complementary to Tikhonov's regularization.
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页码:389 / 405
页数:17
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