Hybrid models for aluminium alloy properties prediction

被引:5
作者
Abbod, MF
Zhu, Q
Linkens, DA
Sellars, CM
Mahfouf, M
机构
[1] Univ Sheffield, Dept Automat Control & Syst Engn, Inst Microstruct & Mech Properties Engn, Sheffield S1 3JD, S Yorkshire, England
[2] Univ Sheffield, Dept Mech Engn, Inst Microstruct & Mech Properties Engn, Sheffield S1 3JD, S Yorkshire, England
[3] Univ Sheffield, Dept Mat Engn, Inst Microstruct & Mech Properties Engn, Sheffield S1 3JD, S Yorkshire, England
基金
英国工程与自然科学研究理事会;
关键词
aluminium alloys; hybrid modelling; model validation; neuro-fuzzy models; prediction;
D O I
10.1016/j.conengprac.2004.08.003
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper describes a novel modelling approach based on a hybrid structure developed for predicting the material properties of aluminium alloys for different deformation conditions. The model is based on physical equations and neuro-fuzzy models. The paper describes the methodology for developing the hybrid model and the validation process which covers a wide range of alloys, treatment temperatures and deformation conditions (e.g. plane strain compression (PSC) tests, strain rate). (c) 2004 Elsevier Ltd. All rights reserved.
引用
收藏
页码:537 / 546
页数:10
相关论文
共 18 条
[1]   Physically based and neuro-fuzzy hybrid modelling of thermomechanical processing of aluminium alloys [J].
Abbod, MF ;
Linkens, DA ;
Zhu, Q ;
Mahfouf, M .
MATERIALS SCIENCE AND ENGINEERING A-STRUCTURAL MATERIALS PROPERTIES MICROSTRUCTURE AND PROCESSING, 2002, 333 (1-2) :397-408
[2]  
ABBOD MF, 2001, IPMM2001 INT PROC MA
[3]  
ABBOD MF, 1998, CONTROL 98 U WAL SWA, P1575
[4]   The influence of transient strain-rate deformation conditions on the deformed microstructure of aluminium alloy Al-1% Mg [J].
Baxter, GJ ;
Furu, T ;
Zhu, Q ;
Whiteman, JA ;
Sellars, CM .
ACTA MATERIALIA, 1999, 47 (08) :2367-2376
[5]  
BROWN M, 1996, EUFIT 96, V2, P762
[6]   The influence of transient deformation conditions on recrystallization during thermomechanical processing of an Al-1% Mg alloy [J].
Furu, T ;
Shercliff, HR ;
Baxter, GJ ;
Sellars, CM .
ACTA MATERIALIA, 1999, 47 (08) :2377-2389
[7]  
Linkens DA, 1996, CHEM ENG RES DES, V74, P77
[8]  
MCQUEEN HJ, 1985, SCAND J METALL, V14, P183
[9]  
ORSETTI PL, 1997, ACTA MAT, V45, P137
[10]  
Sellars C. M., 1999, Deformation-Induced Microstructures: Analysis and Relation to Properties. Proceeding of the 20th Riso International Symposium on Materials Science, P167