Quantifying Alignment Deviations for the In-Plane Biaxial Test System via a Shape-Optimised Cruciform Specimen

被引:4
|
作者
Chen, Junxian [1 ,2 ]
Zhang, Jianhai [1 ,2 ,3 ]
Zhao, Hongwei [1 ,2 ,3 ]
机构
[1] Jilin Univ, Sch Mech & Aerosp Engn, Changchun 130022, Peoples R China
[2] Jilin Univ, Key Lab CNC Equipment Reliabil, Minist Educ, Changchun 130022, Peoples R China
[3] Jilin Univ, Chongqing Res Inst, Chongqing 401120, Peoples R China
基金
中国国家自然科学基金;
关键词
loading coaxiality; in-plane biaxial test; cruciform specimen; alignment deviation; automated machine learning; material testing; LOAD MISALIGNMENT; DESIGN; MACHINE; DEVICE;
D O I
10.3390/ma15144949
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
The loading coaxiality of an in-plane biaxial test system and the structure of a cruciform specimen markedly affect the test results. However, due to the lack of methods for correcting the loading coaxiality and designing the cruciform specimen, the data scatter of the test results of the in-plane biaxial test systems varies from the laboratory to different tests. To quantify the loading coaxiality of the in-plane biaxial test system, we first developed a model to calculate alignment deviations with strain distribution of the shape-optimised cruciform specimen with Automated Machine Learning (AutoML). Our results demonstrated that 99.2% (54,536 of 54,976) of the quantified errors are less than 5%. Quantifying alignment deviations for an in-plane biaxial test system has been solved. The quantified method of alignment deviations could enhance the reliability of test data, improve assembly efficiency, and aid in constructing failure criteria of materials under biaxial stress.
引用
收藏
页数:22
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