Determination of deformation and failure properties of ductile materials by means of the small punch test and neural networks

被引:139
作者
Abendroth, M [1 ]
Kuna, M [1 ]
机构
[1] Freiberg Univ Min & Technol, Inst Mech & Fluid Dynam, D-09596 Freiberg, Germany
关键词
small punch test; neural network; damage; ductile fract; finite elements;
D O I
10.1016/j.commatsci.2003.08.031
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
This paper describes an approach to identify plastic deformation and failure properties of ductile materials. The experimental method of the small punch test is used to determine the material response under loading. The resulting load displacement curve is transferred to a neural network, which was trained using load displacement curves generated by finite element simulations of the small punch test and the corresponding material parameters. The simulated material behavior of the specimen is based on the ductile elastoplastic damage theory of Gurson, Tvergaard and Needleman. During a training process the neural network generates an approximated function for the inverse problem relating the material parameters to the shape of the load displacement curve of the small punch test. This technique was tested for three different materials (ductile steels). The identified parameters are verified by testing and simulating notched tensile specimens. (C) 2003 Elsevier B.V. All rights reserved.
引用
收藏
页码:633 / 644
页数:12
相关论文
共 28 条
[1]   SMALL PUNCH TEST EVALUATION OF INTERGRANULAR EMBRITTLEMENT OF AN ALLOY-STEEL [J].
BAIK, JM ;
KAMEDA, J ;
BUCK, O .
SCRIPTA METALLURGICA, 1983, 17 (12) :1443-1447
[2]  
BAIK JM, 1986, USE SMALL SCALE SPEC, P92
[3]  
Bernauer G., 1999, HINWEISE ANWENDUNG G
[4]  
Bridgman PW, 1952, STUDIES LARGE PLASTI
[5]   Toughness losses in low alloy steels at high temperatures: an appraisal of certain factors concerning the small punch test [J].
Bulloch, JH .
INTERNATIONAL JOURNAL OF PRESSURE VESSELS AND PIPING, 1998, 75 (11) :791-804
[6]  
Chi S-H, 2000, SCRIPTA METALL, V30, P1521
[7]   THEORETICAL AND EXPERIMENTAL INVESTIGATIONS OF FRACTURE BY FINITE-ELEMENT AND GRATING METHODS [J].
ERBE, M ;
GALANULIS, K ;
RITTER, R ;
STECK, E .
ENGINEERING FRACTURE MECHANICS, 1994, 48 (01) :103-118
[8]  
ETO M, 1993, AM SOC TEST MATER, V1204, P241, DOI 10.1520/STP12733S
[9]   Small punch tests to estimate the mechanical properties of steels for steam power plant: I. Mechanical strength [J].
Fleury, E ;
Ha, JS .
INTERNATIONAL JOURNAL OF PRESSURE VESSELS AND PIPING, 1998, 75 (09) :699-706
[10]  
FOULDS J, 1992, STEAM TURBINE GENERA, V18, P151