On Multi-Objective Based Constitutive Modelling Methodology and Numerical Validation in Small-Hole Drilling of Al6063/SiCp Composites

被引:12
作者
Xiang, Junfeng [1 ]
Xie, Lijing [1 ]
Gao, Feinong [1 ]
Zhang, Yu [1 ]
Yi, Jie [1 ]
Wang, Tao [2 ]
Pang, Siqin [1 ]
Wang, Xibin [1 ]
机构
[1] Beijing Inst Technol, Sch Mech Engn, Beijing 100081, Peoples R China
[2] Peking Univ, Natl Key Lab Sci & Technol Micro Nano Fabricat, Beijing 100871, Peoples R China
来源
MATERIALS | 2018年 / 11卷 / 01期
基金
中国国家自然科学基金;
关键词
multi-objective identification; constitutive modelling; varying weighting; measured noise; composites; drilling; HIGH-STRAIN RATES; LEVENBERG-MARQUARDT METHOD; METAL-MATRIX COMPOSITES; JOHNSON-COOK MODEL; ALUMINUM-ALLOY; ELEVATED-TEMPERATURES; WIDE-RANGE; PARAMETERS; BEHAVIOR; STEEL;
D O I
10.3390/ma11010097
中图分类号
O64 [物理化学(理论化学)、化学物理学];
学科分类号
070304 ; 081704 ;
摘要
Discrepancies in capturing material behavior of some materials, such as Particulate Reinforced Metal Matrix Composites, by using conventional ad hoc strategy make the applicability of Johnson-Cook constitutive model challenged. Despites applicable efforts, its extended formalism with more fitting parameters would increase the difficulty in identifying constitutive parameters. A weighted multi-objective strategy for identifying any constitutive formalism is developed to predict mechanical behavior in static and dynamic loading conditions equally well. These varying weighting is based on the Gaussian-distributed noise evaluation of experimentally obtained stress-strain data in quasi-static or dynamic mode. This universal method can be used to determine fast and directly whether the constitutive formalism is suitable to describe the material constitutive behavior by measuring goodness-of-fit. A quantitative comparison of different fitting strategies on identifying Al6063/SiCp's material parameters is made in terms of performance evaluation including noise elimination, correlation, and reliability. Eventually, a three-dimensional (3D) FE model in small-hole drilling of Al6063/SiCp composites, using multi-objective identified constitutive formalism, is developed. Comparison with the experimental observations in thrust force, torque, and chip morphology provides valid evidence on the applicability of the developed multi-objective identification strategy in identifying constitutive parameters.
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页数:22
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