Prediction of the corrosion rates of subsea pipelines via KPCA

Abstract The development of a precise model for predicting pipeline corrosion rates is essential for ensuring the safe operation of pipelines. To address the issues of inadequate stability and prolonged execution time associated with traditional models, the KPCA algorithm is used here to reduce the...

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Bibliographic Details
Main Authors: Shiqi Xu, Changhe Huang, Hongda Zhao
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:Scientific Reports
Subjects:
Online Access:https://doi.org/10.1038/s41598-025-09685-6
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