Improvement of the Unequal Division Shear Zone Model Based on Sensitivity Analysis and Classification of Uncertain Parameters

被引:0
作者
Zhou, Danyu [1 ]
Xiong, Liangshan [1 ]
Cui, Hengxiang [1 ]
机构
[1] Huazhong Univ Sci & Technol, Sch Mech Sci & Engn, Wuhan 430074, Peoples R China
基金
中国国家自然科学基金;
关键词
Unequal division shear zone model; Global sensitivity analysis; Orthogonal cutting; Parameter inversion; Cutting force; Genetic algorithm; BASIC MECHANICS; STRAIN-RATES; METAL; IDENTIFICATION; TEMPERATURES; BEHAVIOR; FLOW;
D O I
10.1007/s13369-023-08656-1
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Inversion of relevant parameters of cutting analysis model through experimental data is an effective method to improve the prediction accuracy of the model. In view of the present situation that the prediction accuracy of the unequal division shear zone model needs to be improved and there are a large number of uncertain parameters that need to be inversed, a method of sensitivity analysis and classification of the uncertain parameters of the model is proposed to reduce the number of parameters that need to be inversed, and the model is improved. Firstly, the Sobol method is used to analyze the global sensitivity of 10 uncertain parameters such as the shear zone thickness h, Taylor-Quinney coefficient mu and JC parameters of the unequal division shear zone model. According to the analysis results, they are divided into sensitive parameters and insensitive parameters. Then, the sensitive parameters are inversed by genetic algorithm using experimental data. Finally, the sensitive parameters are substituted into the unequal division shear zone model to improve the prediction accuracy of the model. When the workpiece material is Al 6061-T6 and 42CrMo4 steel, the uncertain parameters that need to be inversed determined by this method are reduced from 10 to 4 and 3, respectively. The verification results show that the prediction accuracy of the main cutting force and feed force of the improved model for orthogonal cutting Al 6061-T6 workpiece and 42CrMo4 steel workpiece is much higher than that of the original model.
引用
收藏
页码:11257 / 11269
页数:13
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