Development of HGAPSO-SVR corrosion prediction approach for offshore oil and gas pipelines

Z Naserzadeh, A Nohegar - Journal of Loss Prevention in the Process …, 2023 - Elsevier
Managing the oil and gas pipelines against corrosion is one of the major challenges of the
oil and gas sector because of the complexities associated with the initiation, stabilization …

Prediction of maximum pitting corrosion depth in oil and gas pipelines

MEAB Seghier, B Keshtegar, KF Tee, T Zayed… - Engineering Failure …, 2020 - Elsevier
Avoiding failures of corroded steel structures are critical in offshore oil and gas operations.
An accurate prediction of maximum depth of pitting corrosion in oil and gas pipelines has …

A data-driven prediction model for maximum pitting corrosion depth of subsea oil pipelines using SSA-LSTM approach

X Li, M Guo, R Zhang, G Chen - Ocean Engineering, 2022 - Elsevier
Pitting corrosion is considered to be one of the most dangerous failure forms of offshore
steel structures, and corrosion depth is treated as an important indicator of corrosion …

Advanced intelligence frameworks for predicting maximum pitting corrosion depth in oil and gas pipelines

MEAB Seghier, B Keshtegar… - Process Safety and …, 2021 - Elsevier
The main objective of this paper is to develop accurate novel frameworks for the estimation
of the maximum pitting corrosion depth in oil and gas pipelines based on data-driven …

A new hybrid algorithm model for prediction of internal corrosion rate of multiphase pipeline

S Peng, Z Zhang, E Liu, W Liu, W Qiao - Journal of Natural Gas Science …, 2021 - Elsevier
Pipeline plays an important role in the oil and gas transportation industry. In recent years,
more and more pipeline damages and breakdowns are caused by corrosion, which hurts the …

A review on oil and gas pipelines corrosion growth rate modelling incorporating artificial intelligence approach

AMM Nasser, OA Montasir… - … Series: Earth and …, 2020 - iopscience.iop.org
One of the necessities of an effective oil and gas pipeline safety Management Plan (SMP) is
the establishment of safe and efficient risk assessment strategy for pipelines where the …

Review of models to predict internal pitting corrosion of oil and gas pipelines

S Papavinasam, RW Revie, W I. Friesen… - Corrosion …, 2006 - degruyter.com
Internal pitting corrosion is a significant factor in the degradation of pipelines used for oil and
gas production. The penetration of the pipe wall by pits is a process that consists of three …

Modelling the effects of production rates and physico-chemical parameters on pitting rate and pit depth growth of onshore oil and gas pipelines

CI Ossai, B Boswell, IJ Davies - … Engineering, Science and …, 2016 - journals.sagepub.com
To estimate the pitting rate of internally corroded oil and gas gathering pipelines, a
multivariate regression modelling was carried out, using pitting rates and operating …

Forecast model for inner corrosion rate of oil pipeline based on PSO-SVM

J Liu, H Wang, Z Yuan - International Journal of Simulation …, 2012 - inderscienceonline.com
In order to improve the prediction precision of inner corrosion rate of oil pipeline, this paper
proposes a novel forecast model, which combines the superior regression performance of a …

Research and application for corrosion rate prediction of natural gas pipelines based on a novel hybrid machine learning approach

L Xu, J Yu, Z Zhu, J Man, P Yu, C Li, X Wang, Y Zhao - Coatings, 2023 - mdpi.com
An accurate and stable prediction of the corrosion rate of natural gas pipelines has a major
impact on pipeline material selection, inhibitor filling process, and maintenance schedules …