Research on Leak Detection and Localization Algorithm for Oil and Gas Pipelines Using Wavelet Denoising Integrated with Long Short-Term Memory (LSTM)–Transformer Models

Research on Leak Detection and Localization Algorithm for Oil and Gas Pipelines Using Wavelet Denoising Integrated with Long Short-Term Memory (LSTM)–Transformer Models

Traditional leakage prediction models for long-distance pipelines have limitations in effectively synchronizing spatial and temporal features of leakage signals, leading to data processing that heavily relies on manual experience and exhibits insufficient generalization capabilities. This paper intr...

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Bibliographic Details
Main Authors: Yunbin Ma, Zuyue Shang, Jie Zheng, Yichen Zhang, Guangyuan Weng, Shu Zhao, Cheng Bi
Format: Article
Language:English
Published: MDPI AG 2025-04-01
Series:Sensors
Subjects:
pipeline leakage
wavelet denoising
LSTM transformer model
leakage prediction
pressure curve distance algorithm
Online Access:https://www.mdpi.com/1424-8220/25/8/2411
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