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Published in: Computational Mechanics 3/2014

01-09-2014 | Original Paper

Model reduction in elastoplasticity: proper orthogonal decomposition combined with adaptive sub-structuring

Authors: Annika Radermacher, Stefanie Reese

Published in: Computational Mechanics | Issue 3/2014

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Abstract

Model reduction techniques such as the proper orthogonal decomposition (POD) method can be used to reduce the computational effort of simulations with a very large number of degrees-of-freedom. The reduction of finite element models including elastoplastic material behavior is still far from being trivial and inevitably leads to problems of efficiency and accuracy. One aim of the present paper is to combine the two methods—sub-structuring and POD-based model reduction—to overcome these difficulties. A typical field of application where plasticity dominates the material behavior are forming processes. The second aim of the paper is to investigate the applicability of the new approach in this context. The presented combined approach selective POD (SPOD) where the reduction is only applied in sub-domains with approximately elastic behavior shows higher accuracy than the general POD method. In this paper, the SPOD method is extended by an adaptive method of sub-structuring (A-SPOD) in which the sub-domain where model reduction is applied is determined automatically. While achieving errors of the same magnitude as by means of SPOD, the computational effort can be reduced significantly by using the A-SPOD approach.

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Footnotes
1
Department of Civil and Environmental Engineering, University of California at Berkeley, USA, www.​ce.​berkeley.​edu/​projects/​feap.
 
Literature
1.
3.
go back to reference Baiges J, Codina R, Idelsohn S (2013) A domain decomposition strategy for reduced order models. application to the incompressible Navier–Stokes equations. Comput Methods Appl Mech Eng 267(0):23–42. doi:10.1016/j.cma.2013.08.001. Baiges J, Codina R, Idelsohn S (2013) A domain decomposition strategy for reduced order models. application to the incompressible Navier–Stokes equations. Comput Methods Appl Mech Eng 267(0):23–42. doi:10.​1016/​j.​cma.​2013.​08.​001.
4.
go back to reference Berkooz G, Holmes P, Lumley JL (1993) The proper orthogonal decomposition in the analysis of turbulent flows. Ann Rev Fluid Mech 25:539–575CrossRefMathSciNet Berkooz G, Holmes P, Lumley JL (1993) The proper orthogonal decomposition in the analysis of turbulent flows. Ann Rev Fluid Mech 25:539–575CrossRefMathSciNet
7.
go back to reference Chatterjee A (2000) An introduction to the proper orthogonal decomposition. Curr Sci 78(7):808–817 Chatterjee A (2000) An introduction to the proper orthogonal decomposition. Curr Sci 78(7):808–817
8.
go back to reference Craig R, Bampton MCC (1968) Coupling of substructures for dynamic analysis. AIAA J 6(7):1313–1319CrossRefMATH Craig R, Bampton MCC (1968) Coupling of substructures for dynamic analysis. AIAA J 6(7):1313–1319CrossRefMATH
10.
go back to reference Farhat C, Pierson K, Lesoinne M (2000) The second generation FETI methods and their application to the parallel solution of large-scale linear and geometrically non-linear structural analysis problems. Comput Methods Appl Mech Eng 184(2–4):333–374. doi:10.1016/S0045-7825(99)00234-0. Farhat C, Pierson K, Lesoinne M (2000) The second generation FETI methods and their application to the parallel solution of large-scale linear and geometrically non-linear structural analysis problems. Comput Methods Appl Mech Eng 184(2–4):333–374. doi:10.​1016/​S0045-7825(99)00234-0.
11.
go back to reference Fukunaga K (1990) Introduction to statistical pattern recognition. Academic Press, New YorkMATH Fukunaga K (1990) Introduction to statistical pattern recognition. Academic Press, New YorkMATH
12.
go back to reference Galland F, Gravouil A, Malvesin E, Rochette M (2011) A global model reduction approach for 3d fatigue crack growth with confined plasticity. Comput Methods Appl Mech Eng 200(5–8):699–716. doi:10.1016/j.cma.2010.08.018. Galland F, Gravouil A, Malvesin E, Rochette M (2011) A global model reduction approach for 3d fatigue crack growth with confined plasticity. Comput Methods Appl Mech Eng 200(5–8):699–716. doi:10.​1016/​j.​cma.​2010.​08.​018.
13.
go back to reference Ganapathysubramanian S, Zabaras N (2004) Design across length scales: a reduced-order model of polycrystal plasticity for the control of microstructure-sensitive material properties. Comput Methods Appl Mech Eng 193(45–47):5017–5034. doi:10.1016/j.cma.2004.04.004. Ganapathysubramanian S, Zabaras N (2004) Design across length scales: a reduced-order model of polycrystal plasticity for the control of microstructure-sensitive material properties. Comput Methods Appl Mech Eng 193(45–47):5017–5034. doi:10.​1016/​j.​cma.​2004.​04.​004.
15.
16.
go back to reference Hadoush A, van den Boogaard A (2012) Efficient implicit simulation of incremental sheet forming. Int J Numer Methods Eng 90(5):597–612. doi:10.1002/nme.3334 Hadoush A, van den Boogaard A (2012) Efficient implicit simulation of incremental sheet forming. Int J Numer Methods Eng 90(5):597–612. doi:10.​1002/​nme.​3334
17.
go back to reference Han TY, Abel JF (1985) Adaptive substructuring techniques in elasto-plastic finite element analysis. Comput Struct 20(1–3), 181–192. doi:10.1016/0045-7949(85)90067-7. (Special Issue: Advances and Trends in Structures and Dynamics) Han TY, Abel JF (1985) Adaptive substructuring techniques in elasto-plastic finite element analysis. Comput Struct 20(1–3), 181–192. doi:10.​1016/​0045-7949(85)90067-7. (Special Issue: Advances and Trends in Structures and Dynamics)
18.
go back to reference Hurty WC (1965) Dynamic analysis of structural systems using component modes. AIAA J 3(4):678–685CrossRef Hurty WC (1965) Dynamic analysis of structural systems using component modes. AIAA J 3(4):678–685CrossRef
20.
go back to reference Kerfriden P, Gosselet P, Adhikari S, Bordas S (2011) Bridging proper orthogonal decomposition methods and augmented newtonkrylov algorithms: An adaptive model order reduction for highly nonlinear mechanical problems. Comput Methods Appl Mech Eng 200(5–8):850–866. doi:10.1016/j.cma.2010.10.009. Kerfriden P, Gosselet P, Adhikari S, Bordas S (2011) Bridging proper orthogonal decomposition methods and augmented newtonkrylov algorithms: An adaptive model order reduction for highly nonlinear mechanical problems. Comput Methods Appl Mech Eng 200(5–8):850–866. doi:10.​1016/​j.​cma.​2010.​10.​009.
23.
go back to reference Kiliclar Y, Laurischkat R, Reese S, Meier H (2011) The simulation of robot based incremental sheet metal forming by means of a new solid-shell finite element technology and a finite elastoplastic model with combined hardening. Key Eng Mater 473:875–880CrossRef Kiliclar Y, Laurischkat R, Reese S, Meier H (2011) The simulation of robot based incremental sheet metal forming by means of a new solid-shell finite element technology and a finite elastoplastic model with combined hardening. Key Eng Mater 473:875–880CrossRef
24.
go back to reference LeGresley PA, Alonso JJ (2003) Dynamic domain decomposition and error correction for reduced order models. In. In AIAA 41st Aerospace Sciences Meeting LeGresley PA, Alonso JJ (2003) Dynamic domain decomposition and error correction for reduced order models. In. In AIAA 41st Aerospace Sciences Meeting
25.
go back to reference Loève M (1963) Probability theory. The University Series in Higher Mathematics, PrincetonMATH Loève M (1963) Probability theory. The University Series in Higher Mathematics, PrincetonMATH
28.
go back to reference Park K, Yang DY (2000) Mismatching refinement with domain decomposition for the analysis of steady-state metal forming process. Int J Numer Methods Eng 48(7):1089–1106 Park K, Yang DY (2000) Mismatching refinement with domain decomposition for the analysis of steady-state metal forming process. Int J Numer Methods Eng 48(7):1089–1106
32.
go back to reference Radermacher A, Reese S (2013) Proper orthogonal decomposition based model reduction for nonlinear biomechanical analysis. Int J Mater Eng Innov 4(2):149–165CrossRef Radermacher A, Reese S (2013) Proper orthogonal decomposition based model reduction for nonlinear biomechanical analysis. Int J Mater Eng Innov 4(2):149–165CrossRef
33.
go back to reference Radermacher A, Reese S, Hadoush A (2013) Selective proper orthogonal decomposition model reduction for forming simulations. PAMM 13(1):115–116. doi:10.1002/pamm.201310053 Radermacher A, Reese S, Hadoush A (2013) Selective proper orthogonal decomposition model reduction for forming simulations. PAMM 13(1):115–116. doi:10.​1002/​pamm.​201310053
34.
go back to reference Ryckelynck D, Benziane DM (2010) Multi-level a priori hyper-reduction of mechanical models involving internal variables. Comput Methods Appl Mech Eng 199(17–20):1134–1142. doi:10.1016/j.cma.2009.12.003 Ryckelynck D, Benziane DM (2010) Multi-level a priori hyper-reduction of mechanical models involving internal variables. Comput Methods Appl Mech Eng 199(17–20):1134–1142. doi:10.​1016/​j.​cma.​2009.​12.​003
35.
Metadata
Title
Model reduction in elastoplasticity: proper orthogonal decomposition combined with adaptive sub-structuring
Authors
Annika Radermacher
Stefanie Reese
Publication date
01-09-2014
Publisher
Springer Berlin Heidelberg
Published in
Computational Mechanics / Issue 3/2014
Print ISSN: 0178-7675
Electronic ISSN: 1432-0924
DOI
https://doi.org/10.1007/s00466-014-1020-6

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