Application of Novel SN-1DCNN-LSTM framework in small sample oil and gas pipeline leakage detection

Application of Novel SN-1DCNN-LSTM framework in small sample oil and gas pipeline leakage detection

In this article, a novel ensemble framework of improved siamese network (SN) is proposed to address the small sample issue that deep learning approaches encounter, as well as to enhance the precision of pipeline leakage detection (PLD) under small sample conditions. Firstly, training samples are inp...

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Bibliographic Details
Main Authors: Hongyu Gao, Fenghua Hao, Yiwen Zhang, Xueyan Song, Nan Hou
Format: Article
Language:English
Published: Elsevier 2024-03-01
Series:Franklin Open
Subjects:
Pipeline leakage detection
Small sample
Siamese network
Long short-term memory
One-dimensional convolution neural network
Time-series
Online Access:http://www.sciencedirect.com/science/article/pii/S2773186324000045

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http://www.sciencedirect.com/science/article/pii/S2773186324000045

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