Inverse identification of the constitutive equation parameters from cutting tests using nonparametric models and FEM techniques

A. Muñoz-Sánchez; I. González; H. Miguélez; J.A. Canteli

doi:doi:10.1051/dymat/2009206

All issues

Volume 2 (2009)

10.1051/dymat/2009206

Abstract

Issue		DYMAT 2009 Volume 2, 2009 DYMAT 2009 - 9th International Conference on the Mechanical and Physical Behaviour of Materials under Dynamic Loading


Page(s)		1457 - 1463
Section		Constitutive Modeling
DOI		https://doi.org/10.1051/dymat/2009206
Published online		15 September 2009

DYMAT 2009 (2009) 1457-1463
DOI: 10.1051/dymat/2009206

Inverse identification of the constitutive equation parameters from cutting tests using nonparametric models and FEM techniques

A. Muñoz-Sánchez, I. González, H. Miguélez and J.A. Canteli

Universidad Carlos III de Madrid Department of Mechanical Engineering Av. de la Universidad 30. 28911 Leganés, Madrid, Spain

Published online: 15 September 2009

Abstract
This work is focused on the inverse identification of constitutive law parameters from machining test. A hybrid methodology based on both finite element and nonparametric techniques has been developed. Finite element model was validated and numerical results were used as training data for two different non-parametric models: a Radial Basis Function Network (RBFN) and a Local Polynomial Regression (LPR). These non-parametric models, once trained and validated, were applied to identify the constitutive material model parameters for a new dataset.