Shokry Abdallah
Department of Mechanical Engineering, Faculty of Engineering, Fayoum University, Fayoum, 63514, Egypt.
Sci Rep. 2024 Apr 10;14(1):8359. doi: 10.1038/s41598-024-58568-9.
This work presents modifications for two constitutive models for the prediction of the flow behavior of titanium-based alloys during hot deformation. The modified models are the phenomenological-based Fields-Backofen and the physical-based Zerilli-Armstrong. The modifications are derived and suggested by studying the hot deformation of titanium-based alloy Ti55531. The predictability of the modified models along with the original Fields-Backofen and another modified Zerilli-Armstong models is assessed and evaluated using the well-known statistical parameters correlation coefficient (R), Average Absolute Relative Error (AARE), and Root Mean Square Error (RMSE), for the Ti55531 alloy, and validated with other two different titanium-based alloys SP700 and TC4. The results show that the modified Fields-Backofen gives the best performance with R value of 0.996, AARE value of 3.34%, and RMSE value of 5.64 MPa, and the improved version of the modified Zerilli-Armstrong model comes in the second-best place with R value of 0.992, AARE value of 3.52%, and RMSE value of 9.15 MPa for the Ti55531 alloy.
本文针对两种本构模型提出了改进方法,用于预测钛基合金在热变形过程中的流动行为。改进后的模型分别是基于唯象学的菲尔兹-巴科夫模型和基于物理的泽里利-阿姆斯特朗模型。这些改进是通过研究钛基合金Ti55531的热变形推导并提出的。使用著名的统计参数相关系数(R)、平均绝对相对误差(AARE)和均方根误差(RMSE),对改进后的模型以及原始的菲尔兹-巴科夫模型和另一种改进的泽里利-阿姆斯特朗模型对Ti55531合金的预测能力进行了评估,并用另外两种不同的钛基合金SP700和TC4进行了验证。结果表明,改进后的菲尔兹-巴科夫模型表现最佳,对于Ti55531合金,其R值为0.996,AARE值为3.34%,RMSE值为5.64MPa;改进后的泽里利-阿姆斯特朗模型的改进版本位居第二,R值为0.992,AARE值为3.52%,RMSE值为9.15MPa。