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Active learning-based hydrodynamic shape optimization and numerical simulation of auxiliary structures for circular bridge piers

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成果类型:
期刊论文
作者:
Qin, Hongxi;Jiang, Zexing;Jin, Yuanjie;Wang, Jinsheng*;Xu, Guoji
通讯作者:
Wang, Jinsheng;Xu, GJ
作者机构:
[Qin, Hongxi] Cent South Univ Forestry & Technol, Sch Civil Engn, Changsha 410004, Peoples R China.
[Jin, Yuanjie; Xu, Guoji; Jiang, Zexing; Wang, Jinsheng; Xu, GJ] Southwest Jiaotong Univ, Sch Civil Engn, Chengdu 610031, Peoples R China.
[Xu, Guoji] Southwest Jiaotong Univ, Natl Key Lab Bridge Intelligent & Green Construct, Chengdu 611756, Peoples R China.
通讯机构:
[Wang, JS; Xu, GJ ] S
Southwest Jiaotong Univ, Sch Civil Engn, Chengdu 610031, Peoples R China.
语种:
英文
关键词:
Bridge piers;Hydrodynamic optimization;Hydrodynamic characteristics;Adaptive Kriging;Auxiliary sructures
期刊:
Ocean Engineering
ISSN:
0029-8018
年:
2023
卷:
281
页码:
114825
基金类别:
CRediT authorship contribution statement Hongxi Qin: Writing – original draft. Zexing Jiang: Methodology, Software, Writing – original draft. Yuanjie Jin: Methodology. Jinsheng Wang: Software, Writing – review & editing. Guoji Xu: Conceptualization, Supervision, Writing – review & editing, acquisition.
机构署名:
本校为第一机构
院系归属:
土木工程学院
摘要:
Cylinders as a common form of bridge piers are widely used in engineering practices, yet the hydrodynamic forces and local scouring of the cylinder due to the fluid flow cause significant concern about the functionality of circular bridge piers. In this paper, two novel auxiliary structural types are proposed for passive control of flow around bridge piers, and their optimal structural parameters are determined efficiently using a surrogate model -based hydrodynamic shape optimization framework. Specifically, a Kriging-based active learning algorithm is proposed for hydrodynamic shape optimiza...

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