Classification of failure modes of pipelines containing longitudinal surface cracks using mechanics-based and machine learning models

Abstract This paper applies the mechanics-based approach and five machine learning algorithms to classify the failure mode (leak or rupture) of steel oil and gas pipelines containing longitudinally oriented surface cracks. The mechanics-based approach compares the nominal hoop stress remote from the...

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Bibliographic Details
Main Authors: Haotian Sun, Wenxing Zhou
Format: Article
Language:English
Published: SpringerOpen 2023-01-01
Series:Journal of Infrastructure Preservation and Resilience
Subjects:
Online Access:https://doi.org/10.1186/s43065-022-00062-5