Matches in SemOpenAlex for { <https://semopenalex.org/work/W4319018629> ?p ?o ?g. }
- W4319018629 endingPage "107097" @default.
- W4319018629 startingPage "107097" @default.
- W4319018629 abstract "Oil and gas pipelines are under great threat of corrosion due to the harsh service environment. It is critical to predict corrosion for the safe service of pipelines. Classical empirical-driven and mechanism-driven models have been successfully applied to predict the corrosion of oil and gas pipelines, while their complex applicability conditions and calculations become limitations. Data-driven models based machine learning (ML) are becoming the new trend owing to their efficiency and accuracy. This work systematically reviews these models including their evolution, characteristics, limitations, and performance, and highlights the application of data-driven models. In addition, a ML method database of corrosion prediction for oil and gas pipelines was created by summarizing the pre-processing, input and output parameters and performance metrics of ML models, which provide guidance for rational selection of models. Finally, conclusions and recommendations are presented and provide a broad outlook for future research paths." @default.
- W4319018629 created "2023-02-03" @default.
- W4319018629 creator A5022811276 @default.
- W4319018629 creator A5040403660 @default.
- W4319018629 creator A5051479761 @default.
- W4319018629 creator A5057256093 @default.
- W4319018629 creator A5057489654 @default.
- W4319018629 creator A5060070962 @default.
- W4319018629 creator A5071457448 @default.
- W4319018629 creator A5073657310 @default.
- W4319018629 creator A5076559077 @default.
- W4319018629 creator A5080089479 @default.
- W4319018629 creator A5082369941 @default.
- W4319018629 date "2023-04-01" @default.
- W4319018629 modified "2023-10-17" @default.
- W4319018629 title "Evolution of corrosion prediction models for oil and gas pipelines: From empirical-driven to data-driven" @default.
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