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Ultrasonic Flaw Echo Enhancement Based on Empirical Mode Decomposition.
Wei Feng1, Xiaojun Zhou2, Xiang Zeng3
1State Key Lab of Fluid Power and Mechatronic Systems, Zhejiang University, Hangzhou 310027, China. fengweizju@126.com.
Sensors (Basel, Switzerland)
|January 13, 2019
Summary
This study introduces an Empirical Mode Decomposition (EMD) method to enhance flaw echoes in ultrasonic testing. The technique effectively reduces noise, improving signal clarity for better defect detection.
Area of Science:
- Materials Science
- Mechanical Engineering
- Signal Processing
Background:
- Ultrasonic nondestructive testing (NDT) faces challenges in detecting flaw echoes due to backscattering and electronic noise.
- Distinguishing genuine flaw signals from noise is critical for accurate material integrity assessment.
Purpose of the Study:
- To propose and validate an Empirical Mode Decomposition (EMD) methodology for enhancing flaw echo detection in ultrasonic NDT.
- To improve the signal-to-noise ratio (SNR) and correlation of flaw echoes in noisy signals.
Main Methods:
- Decomposition of backscattered ultrasonic signals into intrinsic mode functions (IMFs) using EMD or ensemble EMD (EEMD).
- Selection of relevant IMFs based on sample entropy (SampEn) analysis.
- Application of Otsu's method for thresholding and windowing techniques to isolate flaw echoes for reconstruction.
Main Results:
- Significant enhancement of flaw echoes in both simulated and experimental ultrasonic signals.
- Achieved a 9.42 dB improvement in signal-to-noise ratio (SNR) for simulated signals.
- Improved the modified correlation coefficient (MCC) by 0.0099 for simulated signals, demonstrating enhanced signal fidelity.
Conclusions:
- The proposed EMD-based methodology effectively suppresses noise and enhances flaw echo detection in ultrasonic NDT.
- The technique shows practical applicability for processing experimental data from defects at varying depths.
- This approach offers a promising solution for improving the reliability and accuracy of ultrasonic inspection.
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