Hybrid particle prediction of coupling extreme strain data of long-span concrete bridges

被引:0
|
作者
Fan, Xueping [1 ,2 ]
Yang, Guanghong [2 ]
Liu, Yuefei [1 ,2 ]
机构
[1] Key Laboratory of Mechanics on Disaster and Environment in Western China of the Ministry of Education, Lanzhou University, Lanzhou,730000, China
[2] School of Civil Engineering and Mechanics, Lanzhou University, Lanzhou,730000, China
关键词
Forecasting - Monte Carlo methods - Concretes - Least squares approximations;
D O I
10.11990/jheu.202004010
中图分类号
学科分类号
摘要
It's difficult to accurately predict coupling extreme strain data of long-span concrete bridges. To address this problem, this paper adopts the moving weighted average method and the least square method for decoupling. By separating the segmented coupled signal, the extreme sequences of high/low-frequency extreme strain are obtained through the interval selection method. Then the dynamic linear models with two time-variant state variables of the high/low-frequency extreme strain are established to achieve the high-precision predictions of the corresponding extreme strain by adopting Bayesian particle filter theory with the dynamically monitored and decoupled high/low-frequency extreme strain data, whose addition results in the hybrid particle prediction of the coupling extreme strain. The proposed method is verified by the monitoring strain data of the Xijiang Bridge in Zhaoqin City, Guangdong Province. Compared with ordinary dynamic linear models, the models built in this paper have a good effect on the prediction of coupling extreme strain data. © 2021, Editorial Department of Journal of HEU. All right reserved.
引用
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页码:1167 / 1175
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