A novel algorithm for solving multiplicative mixed-norm regularization problems

Abstract

In a paper, recently published in Mechanical Systems and Signal Processing, a multiplicative mixed-norm regularization has been introduced for solving space-frequency force reconstruction problems. Originally, the solution is obtained from an Iteratively Reweighted Least-Squares (IRLS) algorithm. However, as shown in this communication, such an algorithm exhibits a lack of robustness regarding the measurement noise level. For this reason, a novel iterative resolution algorithm, based on the first-order optimality condition, is introduced. From a numerical experiment, it is shown that the proposed algorithm exhibits a better robustness than the IRLS algorithm initially implemented for solving force reconstruction problems in the frequency domain.

Publication
In Mechanical Systems and Signal Processing
Mathieu Aucejo
Mathieu Aucejo
Associate Professor

My research interests include inverse problems, vibration control and vibro-acoustics.