Active Learning-Based Kriging Model with Noise Responses and Its Application to Reliability Analysis of Structures

Active Learning-Based Kriging Model with Noise Responses and Its Application to Reliability Analysis of Structures

This study introduces a reliability analysis methodology employing Kriging modeling enriched by a hybrid active learning process. Emphasizing noise integration into structural response predictions, this research presents a framework that combines Kriging modeling with regression to handle noisy data...

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Bibliographic Details
Main Author: Junho Chun
Format: Article
Language:English
Published: MDPI AG 2024-01-01
Series:Applied Sciences
Subjects:
active learning
Kriging
reliability analysis
surrogate model
subset simulation
Online Access:https://www.mdpi.com/2076-3417/14/2/882

Internet

https://www.mdpi.com/2076-3417/14/2/882

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