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An Impact Load History Reconstruction Method for Composite Structures Based on FBG Sensing Data and the GCV Principle
Jie Zeng1, Jihong Xu1, Yuntao Xu1
1College of Aerospace Engineering, Nanjing University of Aeronautics and Astronautics, Nanjing 210016, China.
This study introduces a new method to reconstruct impact load history on composite aircraft structures using Generalized Cross-Validation (GCV) and Fiber Bragg Grating (FBG) patterns. The technique accurately captures impact details, even with low-rate sampling, aiding structural health monitoring.
Area of Science:
- Materials Science
- Mechanical Engineering
- Aerospace Engineering
Background:
- Accurate load history acquisition is vital for composite aircraft structure damage identification and digital twin development.
- Low sampling rates of quasi-distributed Fiber Bragg Gratings (FBG) can cause signal distortion in impact response.
- Manual selection of regularization parameters limits noise suppression and reconstruction accuracy.
Purpose of the Study:
- To develop a robust method for reconstructing impact load history on composite structures.
- To mitigate signal distortion issues caused by low-rate FBG sampling.
- To overcome limitations of manual parameter selection in impact load reconstruction.
Main Methods:
- Utilized Generalized Cross-Validation (GCV) and Fiber Bragg Grating (FBG) patterns for impact load reconstruction.
- Developed an equivalent expansion technique with discretized time-domain sparse strain sampling.
- Applied Tikhonov regularization to manage the ill-posed nature of the impact frequency response matrix.
- Implemented an adaptive optimization method based on the GCV criterion for parameter selection.
Main Results:
- The proposed GCV-based reconstruction method achieved an average peak relative error of 11.4%.
- An average root mean square error of 0.36 N was obtained for the reconstructed impact load.
- The method effectively enhanced the reconstruction of the overall impact load waveform and transient details, even with low-rate sampling.
Conclusions:
- The developed GCV-based method provides accurate impact load history reconstruction for composite structures.
- This technique offers robust technical support for health monitoring and condition-based maintenance of aircraft structures.
- The synergistic enhancement of waveform profile and transient detail characterization improves structural integrity assessment.
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