MNGNreg toolbox for the regularized solution of nonlinear least-squares problems

This paper describes a Matlab toolbox designed to solve nonlinear least-squares problems, with a particular focus on ill-posed cases lacking unique solution, allowing to obtain the minimal-norm solution. The algorithm is based on the Gauss-Newton method, in which the iteration is modified introducing a projection term onto the null space of the Jacobian of the nonlinear function. To address the severe ill-conditioning often encountered in real-world applications, the toolbox also includes some regularization techniques.

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Publication Details

Journal
UNICA IRIS Institutional Research Information System (University of Cagliari)
Published
2025-04-08
DOI
https://doi.org/10.13135/3103-1935/11898
Primary Topic
Geochemistry and Geologic Mapping
Type
article
Field-Weighted Citation Impact
0.00

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article

MNGNreg toolbox for the regularized solution of nonlinear least-squares problems

UNICA IRIS Institutional Research Information System (University of Cagliari)
Geochemistry and Geologic Mapping
article

MNGNreg toolbox for the regularized solution of nonlinear least-squares problems

article en

Abstract

This paper describes a Matlab toolbox designed to solve nonlinear least-squares problems, with a particular focus on ill-posed cases lacking unique solution, allowing to obtain the minimal-norm solution. The algorithm is based on the Gauss-Newton method, in which the iteration is modified introducing a projection term onto the null space of the Jacobian of the nonlinear function. To address the severe ill-conditioning often encountered in real-world applications, the toolbox also includes some regularization techniques.

UNICA IRIS Institutional Research Information System (University of Cagliari)
University of Cagliari (IT)
Istituto Nazionale di Alta Matematica "Francesco Severi", European Commission, Gruppo Nazionale per il Calcolo Scientifico
Openalex Percentile: Top 40%
Geochemistry and Geologic Mapping
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