Hybrid model-driven and data-driven method for predicting concrete creep considering uncertainty quantification

首页 > 成果 > 详情

认领

导出

Link by DOI

反馈

作者信息关键词期刊信息基础信息归属信息摘要

成果类型：

期刊论文

作者：

Yang, Yiming;Zhou, Chengkun;Peng, Jianxin;Cai, Chunsheng;Tang, Huang;...

通讯作者：

Peng, JX

作者机构：

[Tang, Huang; Yang, Yiming; Zhou, Chengkun] Hunan City Univ, Sch Civil Engn, Yiyang 413000, Peoples R China.

[Yang, Yiming] Hunan City Univ, Hunan Engn Res Ctr Dev & Applicat Ceramsite Concre, Yiyang 413000, Peoples R China.

[Peng, Jianxin; Zhang, Jianren] Changsha Univ Sci & Technol, Sch Civil Engn, Changsha 410114, Peoples R China.

[Cai, Chunsheng] Southeast Univ, Sch Transportat, Dept Bridge Engn, Nanjing 211189, Peoples R China.

[Cai, Chunsheng] Louisiana State Univ, Dept Civil & Environm Engn, Baton Rouge, LA 70803 USA.

通讯机构：

[Peng, JX ] C

Changsha Univ Sci & Technol, Sch Civil Engn, Changsha 410114, Peoples R China.

语种：

英文

关键词：

concrete creep;uncertainty prediction;hybrid method;data-driven;model-driven;convolutional neural network

期刊：

结构与土木工程前沿(英文版)

ISSN：

2095-2430

年：

2024

卷：

期：

页码：

1524-1539

DOI：

10.1007/s11709-024-1104-0

基金类别：

National Natural Science Foundation of China [52208166, 52108135]; National Key Research and Development Program of China [2021YFB2600900]; Science and Technology Innovation Program of Hunan Province [2022RC1186]; Aid program for Science and Technology Innovative Research Team in Higher Educational Institutions of Hunan Province

机构署名：

本校为第一机构

院系归属：

土木工程学院

摘要：

Reasonable prediction of concrete creep is the basis of studying long-term deflection of concrete structures. In this paper, a hybrid model-driven and data-driven (HMD) method for predicting concrete creep is proposed by using the sequence integration strategy. Then, a novel uncertainty prediction model (UPM) is developed considering uncertainty quantification. Finally, the effectiveness of the proposed method is validated by using the North-western University (NU) database of creep, and the effect of uncertainty on prediction results are also discussed. The analysis results show that the prop...

反馈

产权有误：本人成果被他人认领

数据有误：数据基本信息有误

归属有误：成果的院系归属、机构署名归属有误

其他原因：

验证码：

看不清楚，换一个

确定

取消

成果认领

标题：

用户	作者	通讯作者	--
	请选择	请选择	--

确定

取消

Hybrid model-driven and data-driven method for predicting concrete creep considering uncertainty quantification

反馈

成果认领

提示

该栏目需要登录且有访问权限才可以访问