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Heteroscedastic sparse Gaussian process regression-based stochastic material model for plastic structural analysis

Describing the material flow stress and the associated uncertainty is essential for the plastic stochastic structural analysis. In this context, a data-driven approach-heteroscedastic sparse Gaussian process regression (HSGPR) with enhanced efficiency is introduced to model the material flow stress....

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Detalles Bibliográficos
Autores principales: Chen, Baixi, Shen, Luming, Zhang, Hao
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8864002/
https://www.ncbi.nlm.nih.gov/pubmed/35194067
http://dx.doi.org/10.1038/s41598-022-06870-9