Strain field reconstruction;
Test monitoring;
Data fusion;
Digital twin;
CYLINDRICAL-SHELL;
FAULT-DIAGNOSIS;
D O I:
10.1007/s11340-024-01035-3
中图分类号:
T [工业技术];
学科分类号:
08 ;
摘要:
BackgroundFor the static loading test in the aerospace field, conventional strain field reconstruction methods relying on finite element analysis (FEA) or test data are difficult to meet the accuracy requirements of test monitoring.ObjectiveThis study aims to construct a high-accuracy strain field for real-time test monitoring.MethodsAn improved strain field reconstruction method based on digital twin (DT) named as DT-SFRM is proposed. The DT is built by data fusion of FEA results and test data, which combines the benefits of these data. The FEA conducted before formal test provides approximate strain field distribution, and the strain gauges data with high accuracy are used to modify FEA strain fields in real time. After that, the real-time DT is used to determine the possible risk regions of test articles. Finally, a large opening cylindrical shell (LOCS) buckling test is conducted to validate the advantages of DT-SFRM.ResultsResults show that the accuracy of DT-SFRM is much higher and less affected by the nonlinearity of test data than that of conventional methods. Compared with the time cost by conventional real-time FEA (about 50 min), the DT method only takes 9s to reconstruct strain field, and the possible risk regions predicted by DT-SFRM are more consistent with test buckling regions of LOCS than conventional methods.ConclusionsThe DT-SFRM is validated to have a higher accuracy and better monitoring effect, and it is more suitable for test monitoring of complex structures.
机构:
Mohammed VI Polytech Univ, Int Water Res Inst, Ben Guerir, MoroccoMohammed VI Polytech Univ, Int Water Res Inst, Ben Guerir, Morocco
Boujoudar, Mohamed
Beljadid, Abdelaziz
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机构:
Mohammed VI Polytech Univ, Int Water Res Inst, Ben Guerir, Morocco
Univ Ottawa, Dept Math & Stat, Ottawa, ON, CanadaMohammed VI Polytech Univ, Int Water Res Inst, Ben Guerir, Morocco
Beljadid, Abdelaziz
Taik, Ahmed
论文数: 0引用数: 0
h-index: 0
机构:
Univ Hassan 2, FST Mohammedia, Dept Math, LMA, Casablanca, Morocco
Mohammed VI Polytech Univ, Modeling Simulat & Data Anal, Ben Guerir, MoroccoMohammed VI Polytech Univ, Int Water Res Inst, Ben Guerir, Morocco
机构:
Mohammed VI Polytech Univ, Int Water Res Inst, Ben Guerir, MoroccoMohammed VI Polytech Univ, Int Water Res Inst, Ben Guerir, Morocco
Boujoudar, Mohamed
Beljadid, Abdelaziz
论文数: 0引用数: 0
h-index: 0
机构:
Mohammed VI Polytech Univ, Int Water Res Inst, Ben Guerir, Morocco
Univ Ottawa, Dept Math & Stat, Ottawa, ON, CanadaMohammed VI Polytech Univ, Int Water Res Inst, Ben Guerir, Morocco
Beljadid, Abdelaziz
Taik, Ahmed
论文数: 0引用数: 0
h-index: 0
机构:
Univ Hassan 2, FST Mohammedia, Dept Math, LMA, Casablanca, Morocco
Mohammed VI Polytech Univ, Modeling Simulat & Data Anal, Ben Guerir, MoroccoMohammed VI Polytech Univ, Int Water Res Inst, Ben Guerir, Morocco