Total variation as a multiplicative constraint for solving inverse problems

被引:68
作者
Abubakar, A [1 ]
van den Berg, PM [1 ]
机构
[1] Delft Univ Technol, Ctr Tech Geosci, NL-2600 GA Delft, Netherlands
关键词
deblurring; inverse scattering; total variation;
D O I
10.1109/83.941862
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The total variation minimization method for deblurring noise is shown to be effective in increasing the resolution in a contrast source inversion approach to index reconstruction from measured scattered field data. Main drawback is the presence of an artificial weighting parameter in the cost functional, which can only be determined through considerable experimentation. Therefore, we introduce the total variation as a multiplicative constraint. Numerical examples demonstrate that the algorithm based on this multiplicative regularization seems to be robust and handling noisy data very well without the necessity of the weighting parameter.
引用
收藏
页码:1384 / 1392
页数:9
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