DocumentCode
2869840
Title
An improved iterative regularization algorithm based on varying the singular values
Author
Zhang, Rui ; Li, Gong-Sheng ; Hao, Lei
Author_Institution
Sch. of Sci., Shandong Univ. of Technol., Zibo, China
Volume
9
fYear
2010
fDate
22-24 Oct. 2010
Abstract
We consider the numerical solution of the first kind Fredholm integral equations. Such integral equations occur in signal processing and image recovery problems among others. The common used methods to solve it are Tikhonov regularization and the iterative Tikhonov regularization methods. In this paper, we proposed an improved iterative Tikhonov regularization method. We compares traditional Tikhonov regularization, iterative Tikhonov regularization with our proposed method in numerical experiments. The results indicate that our proposed method can provide a decrease in error of about two orders of magnitude.
Keywords
Fredholm integral equations; iterative methods; singular value decomposition; Fredholm integral equation; image recovery; improved iterative Tikhonov regularization method; numerical solution; signal processing; singular value; Approximation methods; Computer applications; Generators; Integral equations; Inverse problems; Mathematical model; Fredholm integral equation; Tikhonov regularization; inverse problem;
fLanguage
English
Publisher
ieee
Conference_Titel
Computer Application and System Modeling (ICCASM), 2010 International Conference on
Conference_Location
Taiyuan
Print_ISBN
978-1-4244-7235-2
Electronic_ISBN
978-1-4244-7237-6
Type
conf
DOI
10.1109/ICCASM.2010.5622952
Filename
5622952
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