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Selecting the corner in the L-curve approach to Tikhonov regularization
Citation
Johnston, PR and Gulrajani, M, Selecting the corner in the L-curve approach to Tikhonov regularization, IEEE Transactions on Biomedical Engineering, 47, (9) pp. 1293-1296. ISSN 0018-9294 (2000) [Refereed Article]
Abstract
The performance of two methods for selecting the corner in the L-curve approach to Tikhonov regularization is evaluated via computer simulation. These methods are selecting the corner as the point of maximum curvature in the L-curve, and selecting it as the point where the product of abcissa and ordinate is a minimum. It is shown that both these methods resulted in significantly better regularization parameters than that obtained with an often-used empirical Composite REsidual and Smoothing Operator approach, particularly in conditions where correlated geometry noise exceeds Gaussian measurement noise. It is also shown that the regularization parameter that results with the minimum-product method is identical to that selected with another empirical zero-crossing approach proposed earlier. | The performance of two methods for selecting the corner in the L-curve approach to Tikhonov regularization is evaluated via computer simulation. These methods are selecting the corner as the point of maximum curvature in the L-curve, and selecting it as the point where the product of abcissa and ordinate is a minimum. It is shown that both these methods resulted in significantly better regularization parameters than that obtained with an often-used empirical Composite REsidual and Smoothing Operator approach, particularly in conditions where correlated geometry noise exceeds Gaussian measurement noise. It is also shown that the regularization parameter that results with the minimum-product method is identical to that selected with another empirical zero-crossing approach proposed earlier.
Item Details
Item Type: | Refereed Article |
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Research Division: | Mathematical Sciences |
Research Group: | Pure mathematics |
Research Field: | Ordinary differential equations, difference equations and dynamical systems |
Objective Division: | Expanding Knowledge |
Objective Group: | Expanding knowledge |
Objective Field: | Expanding knowledge in the mathematical sciences |
UTAS Author: | Johnston, PR (Dr Peter Johnston) |
ID Code: | 18687 |
Year Published: | 2000 |
Web of Science® Times Cited: | 100 |
Deposited By: | Medicine |
Deposited On: | 2000-08-01 |
Last Modified: | 2001-05-03 |
Downloads: | 0 |
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