Shape function method based on truncated singular value decomposition regularization for hull longitudinal bending moment identification

被引:1
|
作者
Xu, Gengdu [1 ,2 ,3 ]
Gan, Jin [1 ,2 ,4 ]
Liu, Huabing [3 ]
Wu, Weiguo [1 ,3 ]
机构
[1] Wuhan Univ Technol, Key Lab High Performance Ship Technol, Minist Educ, Wuhan 430063, Peoples R China
[2] Wuhan Univ Technol, Sch Naval Architecture Ocean & Energy Power Engn, Wuhan 430063, Peoples R China
[3] Wuhan Univ Technol, Green & Smart River Sea Going Ship Cruise & Yacht, Wuhan 430063, Peoples R China
[4] Minist Educ, Wuhan 430063, Peoples R China
关键词
Ship structure health monitoring; Longitudinal bending moment identification; Shape function method; TSVD regularization; Influence coefficient matrix method; EQUATIONS; STRENGTH;
D O I
10.1016/j.measurement.2024.114703
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
The longitudinal bending moment plays a crucial role in hull structural health monitoring. To enhance its identification accuracy, a refined method based on shape function method was developed. It incorporated truncated singular value decomposition (TSVD) regularization within shape function method of moving least square fitting(SFM_MLSF) and was combined with the influence coefficient matrix method (ICM). Numerical and experimental studies were conducted for validation. Numerical results showed that ICM-based SFM_MLSF significantly improved the identification accuracy. It achieved a reduction of over 40% in both root mean square error (RMSE) and mean absolute error (MAE) compared to ICM at different sampling frequencies. SFM_TSVD outperformed SFM_MLSF, with a maximum reduction of 57% in RMSE and MAE for various neighborhood lengths and base function scales. Experimental investigations corroborated the viewpoints that SFM_TSVD manifesting superior performance in comparison to SFM_MLSF. It demonstrates the potential of SFM_TSVD for advancing load identification within structural health monitoring.
引用
收藏
页数:14
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