简介概要

Optimal sensor placement for structural response estimation

来源期刊:中南大学学报(英文版)2014年第10期

论文作者:CHEN Wei(陈玮) ZHAO Wen-guang(赵文光) ZHU Hong-ping(朱宏平) CHEN Jun-feng(陈骏锋)

文章页码:3993 - 4001

Key words:estimation error minimization (EEM); system equivalent reduction-expansion process (SEREP); optimal sensor placement (OSP); root mean square error (RMSE)

Abstract: A methodology, termed estimation error minimization (EEM) method, was proposed to determine the optimal number and locations of sensors so as to better estimate the vibration response of the entire structure. Utilizing the limited sensor measurements, the entire structure response can be estimated based on the system equivalent reduction-expansion process (SEREP) method. In order to compare the capability of capturing the structural vibration response with other optimal sensor placement (OSP) methods, the effective independence (EI) method, modal kinetic energy (MKE) method and modal assurance criterion (MAC) method, were also investigated. A statistical criterion, root mean square error (RMSE), was employed to assess the magnitude of the estimation error between the real response and the estimated response. For investigating the effectiveness and accuracy of the above OSP methods, a 31-bar truss structure is introduced as a simulation example. The analysis results show that both the maximum and mean of the RMSE value obtained from the EEM method are smaller than those from other OSP methods, which indicates that the optimal sensor configuration obtained from the EEM method can provide a more accurate estimation of the entire structure response compared with the EI, MKE and MAC methods.

详情信息展示

Optimal sensor placement for structural response estimation

CHEN Wei(陈玮)1, 2, ZHAO Wen-guang(赵文光)1, 2, ZHU Hong-ping(朱宏平)1, 2, CHEN Jun-feng(陈骏锋)1, 2

(1. School of Civil Engineering and Mechanics, Huazhong University of Science and Technology,
Wuhan 430074, China;
2. Hubei Key Laboratory of Control Structure, Huazhong University of Science and Technology, Wuhan 430074, China)

Abstract:A methodology, termed estimation error minimization (EEM) method, was proposed to determine the optimal number and locations of sensors so as to better estimate the vibration response of the entire structure. Utilizing the limited sensor measurements, the entire structure response can be estimated based on the system equivalent reduction-expansion process (SEREP) method. In order to compare the capability of capturing the structural vibration response with other optimal sensor placement (OSP) methods, the effective independence (EI) method, modal kinetic energy (MKE) method and modal assurance criterion (MAC) method, were also investigated. A statistical criterion, root mean square error (RMSE), was employed to assess the magnitude of the estimation error between the real response and the estimated response. For investigating the effectiveness and accuracy of the above OSP methods, a 31-bar truss structure is introduced as a simulation example. The analysis results show that both the maximum and mean of the RMSE value obtained from the EEM method are smaller than those from other OSP methods, which indicates that the optimal sensor configuration obtained from the EEM method can provide a more accurate estimation of the entire structure response compared with the EI, MKE and MAC methods.

Key words:estimation error minimization (EEM); system equivalent reduction-expansion process (SEREP); optimal sensor placement (OSP); root mean square error (RMSE)

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