Accurate cyclic plastic analysis using a neural network material model

Engineering Analysis with Boundary Elements

Volumn 28, Issue 3, 2004, Pages 195-204

  Furukawa, Tomonari ^a   Hoffman, Mark ^a  

^a UNIVERSITY OF NEW SOUTH WALES   (Australia)

Author keywords

Cyclic plastic analysis; Finite element analysis; Inverse problem; Material modeling; Neural network material model

Indexed keywords

BOUNDARY ELEMENT METHOD; COMPUTER SIMULATION; COST EFFECTIVENESS; FINITE ELEMENT METHOD; MATHEMATICAL MODELS; PLASTIC DEFORMATION; PLASTIC PRODUCTS; PLASTICITY; STRAIN;

CYCLIC PLASTIC ANALYSIS; INVERSE PROBLEM; MATERIAL MODELING; NEURAL NETWORK MATERIAL MODEL;

NEURAL NETWORKS;

EID: 1142276053     PISSN: 09557997     EISSN: None     Source Type: Journal    
DOI: 10.1016/S0955-7997(03)00050-X     Document Type: Article

References (23)

1. Bodner S.R., Partom Y. Constitutive equations for elastic-viscoplastic strain hardening materials. Trans ASME J Appl Mech. 42:1975;385-389.
2. Cernocky E.P., Krempl E. A non-linear uniaxial integral constitutive equation incorporating rate effects, creep and relaxation. Int J Nonlinear Mech. 14:1979;183-203.
3. Chaboche J.L. Constitutive equations for cyclic plasticity and cyclic viscoplasticity. Int J Plast. 5:1989;247-254.
4. Chaboche J.L., Rousselier G. On the plastic and viscoplastic equations - Part I: rules developed with internal variable concept. Trans ASME J Pressure Vessel Technol. 105:1983;153-164.
5. Hart E.W. Constitutive relations for the nonelastic deformation of metals. ASME J Engng Mater Technol. 98:1976;193-203.
6. Miller A.K. An inelastic constitutive model for monotonic, cyclic and creep deformation, part I: equations development and analytical procedures, part II: application to type 304 stainless steel. ASME J Engng Mater Technol. 98:1976;97-107.
7. Walker K.P. Representation of Hastelloy-X behavior at elevated temperature with a functional theory of viscoplasticity. ASME/PVP Century 2 Emerging Technology Conference. 1980.
8. Hishida H., , et al. Prediction of life time of the first wall under thermal fatigue based on viscoplastic deformations. Trans Seimic Isolation Response Control Nucl Non-Nucl Struct, L. 1991;289-294.
9. Mahnken R., Stein E. Gradient-based methods for parameter identification of viscoplastic materials. Inverse problems in engineering mechanics. 1994;Balkema, Rotterdam. pp. 137-144.
10. Furukawa T., Yagawa G. Inelastic constitutive parameter identification using an evolutionary algorithm with constitutive individuals. Int J Numer Methods Engng. 40:1997;1071-1090.
11. Furukawa T., Yagawa G. Implicit constitutive modelling for viscoplasticity using neural networks. Int J Numer Methods Engng. 43:1998;195-219.
12. Ghaboussi J., Garrett J.H., Wu X. Knowledge-based modeling of material behavior with neural networks. J Engng Mech Div, ASCE. 117:1991;132-153.
13. Yamamoto K. CRIEPI Abiko Research Laboratory Report No. U91046. 1991.
14. Ramberg W., Osgood W.R. Description of stress-strain curves by three parameters. NACA, Technical Note, No. 902. 1943.
15. Rumelhart D.E., McClelland J.L., The PDP Research Group. Parallel distributed processing. 1986;MIT Press, Cambridge.
16. Ohno N. Recent topics in constitutive modeling of cyclic plasticity and viscoplasticity. Appl Mech Rev. 43:1990;283-295.
17. Armstrong P.J., Frederick C.O. A mathematical representation of the multiaxial Bauschinger effect. C.E.G.B. Report RD/B/N 731. 1966.
18. Mroz Z., Shriavstava H.P., Dubey R.N. A non-linear hardening model and its application to cyclic loading. Acta Mech. 25:1976;51-61.
19. MARC K5.2 Reference Library Volume D, User Subroutines and Special Routines, 1993.
20. Marcal P.V. Finite element analysis with material nonlinearities - theory and practice. Recent Advances in Matrix Methods of Structural Analysis and Design. 1971;University of Alabama Press. pp. 257-282.
21. Yamada Y., Yoshimura N., Sakurai T. Plastic stress-strain matrix and its application for the solution of elastic-plastic problems by the finite element method. Int J Mech Sci. 10:1968;343-354.
22. Subcommittee on Inelastic Analysis and Life Prediction of High Temperature Materials, The Society of Materials Science, Japan, Bench Mark Project on Inelastic Deformation and Life Prediction of 2 1/4Cr-1Mo Steel at High Temperature, 1988. (in Japanese).
23. Furukawa T., Sugata T., Yoshimura S., Hoffman M. An automated system for simulation and parameter identification of inelastic constitutive models. Comput Methods Appl Mech Engng. 191:2002;2235-2260.