An adaptive PCE-HDMR metamodeling approach for high-dimensional problems

Metamodel-based high-dimensional model representation (HDMR) has recently been developed as a promising tool for approximating high-dimensional and computationally expensive problems in engineering design and optimization. However, current stand-alone Cut-HDMRs usually come across the problem of pre...

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Vydáno v:	Structural and multidisciplinary optimization Ročník 64; číslo 1; s. 141 - 162
Hlavní autoři:	Yue, Xinxin, Zhang, Jian, Gong, Weijie, Luo, Min, Duan, Libin
Médium:	Journal Article
Jazyk:	angličtina
Vydáno:	Berlin/Heidelberg Springer Berlin Heidelberg 01.07.2021 Springer Nature B.V
Témata:	Algorithms Approximation Computational Mathematics and Numerical Analysis Design engineering Design optimization Dimensional analysis Engineering Engineering Design Functions (mathematics) Mathematical analysis Mathematical functions Metamodels Polynomials Rectangles Research Paper Robustness (mathematics) Sampling methods Structural hierarchy Theoretical and Applied Mechanics Polynomial chaos expansion (PCE) Adaptive sampling High-dimensional model representation (HDMR) Metamodeling Design optimization
ISSN:	1615-147X, 1615-1488
On-line přístup:	Získat plný text
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