[HTML][HTML] Prediction of oil and gas pipeline failures through machine learning approaches: A systematic review
Pipelines are vital for transporting oil and gas, but leaks can have serious consequences
such as fires, injuries, pollution, and property damage. Therefore, preserving pipeline …
such as fires, injuries, pollution, and property damage. Therefore, preserving pipeline …
The research progress and prospect of data mining methods on corrosion prediction of oil and gas pipelines
L Xu, Y Wang, L Mo, Y Tang, F Wang, C Li - Engineering Failure Analysis, 2023 - Elsevier
As the principal means of oil and natural gas transportation, oil and gas pipeline systems
suffer from common corrosion problems, accurate corrosion prediction of oil and gas …
suffer from common corrosion problems, accurate corrosion prediction of oil and gas …
Solving multi-objective optimization problem of convolutional neural network using fast forward quantum optimization algorithm: Application in digital image …
P Singh, MK Muchahari - Advances in Engineering Software, 2023 - Elsevier
Convolutional neural network (CNN) has evolved as a new algorithm that has demonstrated
its effectiveness in real-time issue solving over many other machine learning (ML) …
its effectiveness in real-time issue solving over many other machine learning (ML) …
Opportunities and challenges to develop digital twins for subsea pipelines
A vision of the digital twins of the subsea pipelines is provided in this paper, with a coverage
of the current applications and the challenges of the digital twins in the design, construction …
of the current applications and the challenges of the digital twins in the design, construction …
Data modeling techniques for pipeline integrity assessment: A state-of-the-art survey
Pipelines are economical and efficient modes of transporting oil and gas. Pipelines will
inevitably confront various risk factors throughout their lifespan, which could lead to defects …
inevitably confront various risk factors throughout their lifespan, which could lead to defects …
Application of artificial intelligence hybrid models in safety assessment of submarine pipelines: Principles and methods
S Zhang, A Zhang, P Chen, H Li, X Zeng, S Chen… - Ocean …, 2024 - Elsevier
Submarine pipeline is a critical component for exploiting marine oil and gas resources. The
aging of pipelines is becoming increasingly serious, and any damage or rupture can lead to …
aging of pipelines is becoming increasingly serious, and any damage or rupture can lead to …
Corroded pipeline assessment using neural networks, the Finite Element Method and discrete wavelet transforms
ADM Ferreira, RB Willmersdorf, SMB Afonso - Advances in Engineering …, 2024 - Elsevier
An essential task in the oil and gas industry is establishing an efficient way to assess
corroded pipeline integrity. The literature shows that integrity analysis with Finite Elements …
corroded pipeline integrity. The literature shows that integrity analysis with Finite Elements …
Application of wavelet transforms to the simulation of corrosion fields on buried pipelines
The present study presents a framework to analyze and simulate nonhomogeneous non-
Gaussian corrosion fields on the external surface of buried in-service pipelines by using …
Gaussian corrosion fields on the external surface of buried in-service pipelines by using …
A study of neural network-based evaluation methods for pipelines with multiple corrosive regions
Z Zhang, S Li, H Wang, H Qian, C Gong, Q Wu… - Reliability Engineering & …, 2025 - Elsevier
In recent years, significant developments have been made in methods for assessing the
remaining strength of corroded pipelines. However, existing methods have limitations as …
remaining strength of corroded pipelines. However, existing methods have limitations as …
Enhancing pipeline integrity: a comprehensive review of deep learning-enabled finite element analysis for stress corrosion cracking prediction
Pipelines are crucial for transporting energy sources, yet corrosion especially stress
corrosion cracking (SCC) poses a complex and potentially catastrophic form of material …
corrosion cracking (SCC) poses a complex and potentially catastrophic form of material …