Open AccessResearch on Constitutive Relation of TC11 Titanium Alloy Based on PSO-LSSVM
Author(s) -
Ning Zhu,
Q M Chen,
Xiaohua Luo,
Guoqing Cai
Publication year - 2020
Publication title -
journal of physics. conference series
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 0.21
H-Index - 85
eISSN - 1742-6596
pISSN - 1742-6588
DOI - 10.1088/1742-6596/1605/1/012122
Subject(s) - constitutive equation , particle swarm optimization , titanium alloy , materials science , alloy , flow stress , correlation coefficient , titanium , flow (mathematics) , metallurgy , mechanics , structural engineering , mathematics , algorithm , statistics , engineering , physics , finite element method
In order to accurately predict the flow behavior of the TC11 titanium, the uniaxial compressive tests of TC11 titanium alloy were carried out by Gleeble-1500 thermal simulator with the temperature in the range of 900∼1050°C, and the strain rate of 0.1∼10s −1 . Then the particle swarm optimization (PSO) was used to optimize the parameters of the least square support vector machine (LSSVM) model, and a high-temperature constitutive model of TC11 titanium alloy based on PSO-LSSVM was established, and the average relative error between the predicted value and the experimental value of the established constitutive model based on PSO-LSSVM is 1.51%, and the correlation coefficient is 0.997. The established constitutive model can accurately predict the high temperature flow behavior of TC11 titanium alloy. This indicated that a new method for establishing the constitutive model is provided.