Selecting the corner in the L-curve approach to Tikhonov regularization

Citation
Pr. Johnston et Rm. Gulrajani, Selecting the corner in the L-curve approach to Tikhonov regularization, IEEE BIOMED, 47(9), 2000, pp. 1293-1296
Citations number
7
Categorie Soggetti
Multidisciplinary,"Instrumentation & Measurement
Journal title
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING
ISSN journal
00189294 → ACNP
Volume
47
Issue
9
Year of publication
2000
Pages
1293 - 1296
Database
ISI
SICI code
0018-9294(200009)47:9<1293:STCITL>2.0.ZU;2-B
Abstract
The performance of two methods for selecting the corner in the L-curve appr oach 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 ord inate is a minimum. It is shown that both these methods resulted in signifi cantly better regularization parameters than that obtained with an often-us ed empirical Composite REsidual and Smoothing Operator approach, particular ly in conditions where correlated geometry noise exceeds Gaussian measureme nt noise. It is also shown that the regularization parameter that results w ith the minimum-product method is identical to that selected with another e mpirical zero-crossing approach proposed earlier.