An Improved Strain Field Reconstruction Method Based on Digital Twin for Test Monitoring

IF 2 3区 工程技术 Q2 MATERIALS SCIENCE, CHARACTERIZATION & TESTING Experimental Mechanics Pub Date : 2024-03-06 DOI:10.1007/s11340-024-01035-3
B. Wang, X. Ke, Z. Song, K. Du, X. Bi, P. Hao, C. Zhou
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Abstract

Background

For 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.

Objective

This study aims to construct a high-accuracy strain field for real-time test monitoring.

Methods

An 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.

Results

Results 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.

Conclusions

The DT-SFRM is validated to have a higher accuracy and better monitoring effect, and it is more suitable for test monitoring of complex structures.

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基于数字孪生的改进型应变场重建方法用于测试监控
背景对于航空航天领域的静态加载测试,传统的应变场重建方法依赖于有限元分析(FEA)或测试数据,难以满足测试监控的精度要求。方法提出了一种基于数字孪生(DT)的改进应变场重建方法,命名为 DT-SFRM。DT 由有限元分析结果和测试数据融合而成,综合了这些数据的优点。在正式测试前进行的有限元分析可提供近似的应变场分布,而高精度的应变片数据可用于实时修改有限元分析应变场。然后,利用实时 DT 确定试验品可能存在的风险区域。结果结果表明,与传统方法相比,DT-SFRM 的精度更高,受试验数据非线性的影响更小。与传统的实时有限元分析所耗费的时间(约 50 分钟)相比,DT 方法重建应变场仅需 9 秒钟,而且与传统方法相比,DT-SFRM 预测的可能风险区域与 LOCS 试验屈曲区域更为一致。
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来源期刊
Experimental Mechanics
Experimental Mechanics 物理-材料科学:表征与测试
CiteScore
4.40
自引率
16.70%
发文量
111
审稿时长
3 months
期刊介绍: Experimental Mechanics is the official journal of the Society for Experimental Mechanics that publishes papers in all areas of experimentation including its theoretical and computational analysis. The journal covers research in design and implementation of novel or improved experiments to characterize materials, structures and systems. Articles extending the frontiers of experimental mechanics at large and small scales are particularly welcome. Coverage extends from research in solid and fluids mechanics to fields at the intersection of disciplines including physics, chemistry and biology. Development of new devices and technologies for metrology applications in a wide range of industrial sectors (e.g., manufacturing, high-performance materials, aerospace, information technology, medicine, energy and environmental technologies) is also covered.
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