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Force curve segmentation by piecewise polynomial approximation: mathematical formulation and complete structure of the algorithm

Authors :
Soussen, Charles
Duan, Junbo
Brie, David
Polyakov, Pavel
Francius, Gregory
Duval, Jérôme
Centre de Recherche en Automatique de Nancy (CRAN)
Université Henri Poincaré - Nancy 1 (UHP)-Institut National Polytechnique de Lorraine (INPL)-Centre National de la Recherche Scientifique (CNRS)
Laboratoire de Chimie Physique et Microbiologie pour l'Environnement (LCPME)
Université de Lorraine (UL)-Centre National de la Recherche Scientifique (CNRS)-Institut de Chimie du CNRS (INC)
Laboratoire Environnement et Minéralurgie (LEM)
Institut National Polytechnique de Lorraine (INPL)-Centre National de la Recherche Scientifique (CNRS)
Soussen, Charles
Publication Year :
2010
Publisher :
HAL CCSD, 2010.

Abstract

In this technical report, we give a detailed formulation of the force curve segmentation problem based on the fitting of the curve by a piecewise polynomial. The segmentation algorithm is a discrete search in which the unknowns are the positions Dj, j=1,...,k of the discontinuity points. We first formulate the problem as the minimization of a least-square cost function with respect to D=[D1,...,Dk]\in R^k. Then, we describe the structure of the proposed optimization algorithm including the update of the list of discontinuity positions D when their number k increases.

Details

Language :
English
Database :
OpenAIRE
Accession number :
edsair.dedup.wf.001..072561a8e3954520b139f2393345328b