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Fault Identification in Membrane Structures Using the Hilbert Transforms.
Aleksandra Waszczuk-Młyńska1, Adam Gałęzia1, Radkowski Stanisław1
1Faculty of Automotive and Construction Machinery Engineering, Warsaw University of Technology, Narbutta 84 St., 02-524 Warsaw, Poland.
This study introduces a novel method for structural health monitoring using Hilbert transforms (GHT and FrHT) to detect and track faults in membrane structures early. Early fault detection enhances safety and optimizes operational strategies for critical infrastructure.
Area of Science:
- Engineering
- Materials Science
- Structural Health Monitoring
Background:
- Fault diagnostics are critical for machine condition monitoring and structural health.
- Early fault identification significantly impacts the safety of monitored structures.
- Timely detection enables monitoring fault progression and selecting optimal operational strategies.
Purpose of the Study:
- To present a novel method for structural health monitoring.
- To detect and analyze fault formations and their development in membrane structures.
- To utilize Hilbert transforms for enhanced fault detection capabilities.
Main Methods:
- Application of Hilbert transforms, specifically the Generalized Hilbert Transform (GHT) and the Fractional Hilbert Transform (FrHT).
- Analysis of signals generated by Hilbert transforms.
- Utilizing spectral analysis to identify fault indicators within the signals.
Main Results:
- The proposed method effectively detects fault formations in membrane structures.
- The Hilbert transform-based approach allows for monitoring the development of faults over time.
- Spectral analysis of HT signals reveals key features indicative of the structure's technical state.
Conclusions:
- The Hilbert transform-based method provides a robust approach for structural health monitoring.
- This technique aids in the early detection and tracking of faults in membrane structures.
- The findings contribute to improved safety and operational management of critical infrastructure.
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