A practical and effective regularized polynomial smoothing (RPS) method for high-gradient strain field measurement in digital image correlation

被引:15
|
作者
Li, Xin [1 ]
Fang, Gang [2 ]
Zhao, Jiaqing [1 ]
Zhang, Zhengming [1 ]
Sun, Libin [1 ]
Wang, Haitao [1 ]
Wu, Xinxin [1 ]
机构
[1] Tsinghua Univ, Inst Nucl & New Energy Technol, Collaborat Innovat Ctr Adv Nucl Energy Technol, Key Lab Adv Reactor Engn & Safety,Minist Educ, Beijing 100084, Peoples R China
[2] Tsinghua Univ, Dept Mech Engn, State Key Lab Tribol, Beijing 100084, Peoples R China
基金
中国国家自然科学基金;
关键词
Digital image correlation; High-gradient strain; Displacement smoothing; DEFORMATION MEASUREMENTS; MEASUREMENT ERRORS; RECONSTRUCTION; ACCURATE; SHAPE;
D O I
10.1016/j.optlaseng.2019.04.017
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
Digital image correlation (DIC) is an effective tool for studying the deformation of tested materials. However, high-gradient strain field (HSF) measurement remains a challenging issue in DIC, because multifold factors have a significant effect on the first correlation calculation step of the original displacement and the exact strain reconstruction in the second post-processing step. In this study, we focus on the second step. The formerly proposed local Hermite has been proven as an accurate and robust method, yet substantial programming work is involved in constructing a Hermite element. To solve this issue, a regularized polynomial smoothing (RPS) method is proposed, which replaces the Hermite function of the polynomial. The RPS applies the same kernel function as the point-wise least-squares (PLS) method for easy implementation. Tikhonov regularization and the generalized cross-validation (GCV) function are also used to decrease unavoidable noise and weaken the dependence on window size. The experiments demonstrate that, in the matched/overmatched case, Tikhonov regularization in RPS can greatly decrease the degree of morbidity caused by ill-posed problems in the PLS method, thereby ensuring smoothness and stability of the solution. Moreover, the influences of window size and polynomial order of both the RPS and PLS are also closely studied. In conclusion, the proposed RPS provides a practical, robust and accurate method for HSF measurement.
引用
收藏
页码:215 / 226
页数:12
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