A physically based constitutive model for 41CrS4 steel based on particle swarm optimization algorithm

Author:

Wei XiaoxiaoORCID,Tan Fan,Yang Peipei,Pan Hongchen

Abstract

Abstract Utilizing the Gleeble-3500 thermal simulation apparatus, a thermal compression assay was performed on 41CrS4 steel within the temperature range of 900 °C to 1200 °C, featuring a strain rate of 0.01 to 5 s−1, to derive its flow stress curve. The evaluation of the Arrhenius equation parameters was adeptly carried out by deploying a sophisticated particle swarm optimization algorithm. Through rigorous analysis, the correlation coefficient and the mean absolute deviation were calculated to quantify the alignment between the predictive accuracy of the developed model and the empirical data. The findings demonstrate the ability of the particle swarm optimization algorithm to significantly enhance the precision of the constitutive model. This augmented level of accuracy substantively increases the model’s utility and reliability for simulations of high-temperature material forming processes.

Funder

Postdoctoral Research Project of the Department of human resources and social security

Publisher

IOP Publishing

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