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Efficient adaptive reliability-based design optimization for geotechnical structures with multiple design parameters

delete2023-10-01
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PRE
AI
X
Xian Liu
刘亚东 (Yadong Liu)
X
Xueyou Li *
杨智勇 (Zhiyong Yang)
S
Shui‐Hua Jiang
DOI:10.1016/j.compgeo.2023.105675delete
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摘要

摘要

En 中文
Reliability-based design optimization (RBDO) aims to improve the reliability of geotechnical systems while minimizing the cost of design. However, the conventional RBDO method suffers from a large computational cost and intractable convergence problem due to the double-loop structure involving numerical optimization and repeated reliability analysis. To address this issue, this paper proposes an efficient adaptive RBDO framework for geotechnical structure with multiple design parameters. The proposed framework mainly includes two parts: a novel expanded inverse first-order reliability method (E-IFORM) for dealing with the inverse reliability problem with multiple design parameters, and an adaptive surrogate model to decouple the double-loop structure and improve the efficiency. The proposed methodology is applied to four geotechnical systems (i.e., a soil slope, an excavation pit, a strip footing and a retaining wall), and the results demonstrate the effectiveness and efficiency of the proposed framework.
Keyword:
Reliability -based design optimization
Inverse first order reliability method
Adaptive surrogate model
Multiple design parameters

期刊

Computers and Geotechnics 封面图
Computers and Geotechnics
IF:
6.2
论文数:
7.1K
被引数:
2.9W

机构

S
Sun Yat Sen University
学者数:
9.9W
论文数: 7.2W
被引数: 95