A Hybrid Deep Learning Approach: Integrating Short-Time Fourier Transform and Continuous Wavelet Transform for Improved Pipeline Leak Detection

A Hybrid Deep Learning Approach: Integrating Short-Time Fourier Transform and Continuous Wavelet Transform for Improved Pipeline Leak Detection

A hybrid deep learning approach was designed that combines deep learning with enhanced short-time Fourier transform (STFT) spectrograms and continuous wavelet transform (CWT) scalograms for pipeline leak detection. Such detection plays a crucial role in ensuring the safety and integrity of fluid tra...

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Bibliographic Details
Main Authors: Muhammad Farooq Siddique, Zahoor Ahmad, Niamat Ullah, Jongmyon Kim
Format: Article
Language:English
Published: MDPI AG 2023-09-01
Series:Sensors
Subjects:
pipeline leak detection
short-time Fourier transform
continuous wavelet transform
principal component analysis
artificial neural network
Online Access:https://www.mdpi.com/1424-8220/23/19/8079

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