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Phase unwrapping error identification and suppression method in φ-OTDR systems based on PELT-VMD-ARIMA.
A new method, PELT-VMD-ARIMA, effectively identifies and suppresses phase unwrapping errors in phase-sensitive optical time-domain reflectometer (φ-OTDR) systems. This improves vibration recognition for precise distributed acoustic sensing.
Area of Science:
- Optical Engineering
- Signal Processing
- Geophysics
Background:
- Phase-sensitive optical time-domain reflectometer (φ-OTDR) systems are crucial for distributed acoustic sensing.
- Phase unwrapping errors in φ-OTDR systems can significantly distort vibration information, impacting signal quality and accuracy.
- Accurate vibration detection is essential for various applications, including seismic monitoring.
Purpose of the Study:
- To propose and validate a novel method for identifying and suppressing phase unwrapping errors in φ-OTDR systems.
- To enhance the vibration recognition capability and signal quality of φ-OTDR systems.
- To demonstrate the method's effectiveness in real-world seismic applications.
Main Methods:
- A combined approach termed PELT-VMD-ARIMA was developed, integrating pruned exact linear time (PELT) changepoint detection, variational mode decomposition (VMD), and autoregressive integrated moving average (ARIMA) models.
- Numerical simulations were conducted to verify the method's principle and effectiveness.
- Experimental validation involved using piezoelectric transducers (PZTs) as seismic sources for single-frequency and chirp signals, and testing in an active source seismic application.
Main Results:
- The PELT-VMD-ARIMA method demonstrated significant efficacy in identifying and suppressing phase unwrapping errors.
- Compared to the mean-shift method, the proposed approach reduced the average root mean square error (RMSE) by 70.36% within the 2δ range around changepoints.
- Validation in an active source seismic application confirmed the method's ability to enhance signal quality and vibration recognition.
Conclusions:
- The PELT-VMD-ARIMA method provides a robust solution for mitigating phase unwrapping errors in φ-OTDR systems.
- This advancement significantly improves the accuracy and reliability of distributed acoustic sensing, particularly in seismic applications.
- The enhanced vibration recognition capability facilitates more precise and effective distributed acoustic sensing applications.
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