河南理工大学学报(自然科学版)2024,Vol.43Issue(5):79-86,8.DOI:10.16186/j.cnki.1673-9787.2022050092
基于状态域的GNSS/加速度计变形监测突变故障检测方法
Abrupt fault detection algorithm for GNSS/accelerometer integrated deformation monitoring based on state domain
摘要
Abstract
The GNSS/accelerometer fusion monitoring can integrate the advantages of two kinds of sensors,which can improve the accuracy and integrity of structural deformation monitoring.Objectives The tradi-tional fault detection methods must rely on the assumption of known real state information,and need to establish a state iterator and have low calculation efficiency.Methods This paper deduces and innovates the traditional fault detection methods and the state domain consistency theory,and proposes a GNSS/accelerom-eter integrated deformation monitoring abrupt fault detection method based on the state domain consistency theory.This method constructs the state test statistics based on the state estimation value and the state pre-diction value,which directly detects the fault in the state domain without knowing the real state information and avoiding the iterative calculation of the state information.Compared with traditional methods,it has higher efficiency and stronger robustness.In the artificial excitation deformation experiment of Wilford bridge in the UK,different degrees of gross errors were added to the measurement domain to simulate abrupt faults,and the proposed method was used to detect the faults in the fusion process of GNSS/acceler-ometer.Results The results show that the proposed method can distinguish the deformation and abrupt faults in the normal operation process of the bridge,and can effectively detect and timely warn the aburpt faults in the fusion process of GNSS/accelerometer.Conclusions The proposed method has the correspond-ing GNSS/accelerometer fusion fault detection ability,which is of great significance to improve the reliabil-ity and consistency of GNSS/accelerometer deformation monitoring.关键词
卡尔曼滤波/状态域/突变故障/变形监测/加速度计Key words
Kalman filter/state domain/abrupt faults/deformation monitoring/accelerometer分类
天文与地球科学引用本文复制引用
孙澳,张秋昭,张云龙,余章俊..基于状态域的GNSS/加速度计变形监测突变故障检测方法[J].河南理工大学学报(自然科学版),2024,43(5):79-86,8.基金项目
国家自然科学基金资助项目(42074226) (42074226)
城市轨道交通数字化建设与测评技术国家工程实验室开放课题基金资助项目(2021ZH03) (2021ZH03)