Hybrid Gaussian Process Regression Models for Accurate Prediction of Carbonation-Induced Steel Corrosion in Cementitious Mortars

Hybrid Gaussian Process Regression Models for Accurate Prediction of Carbonation-Induced Steel Corrosion in Cementitious Mortars

Steel corrosion prediction in concrete infrastructure remains a critical challenge for durability assessment and maintenance planning. This study presents a comprehensive framework integrating domain expertise with advanced machine learning for carbonation-induced corrosion prediction. Four Gaussian...

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Bibliographic Details
Main Author: Teerapun Saeheaw
Format: Article
Language:English
Published: MDPI AG 2025-07-01
Series:Buildings
Subjects:
Gaussian Process Regression
corrosion prediction
carbonation
concrete durability
machine learning
kernel design
Online Access:https://www.mdpi.com/2075-5309/15/14/2464
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