Environmental Effect Removal Based Structural Health Monitoring in the Internet of Things

被引:19
|
作者
Zhang, Hongyang [1 ]
Guo, Junqi [1 ]
Xie, Xiaobo [1 ]
Bie, Rongfang [1 ]
Sun, Yunchuan [2 ]
机构
[1] Beijing Normal Univ, Coll Informat Sci & Technol, Beijing 100875, Peoples R China
[2] Beijing Normal Univ, Coll Econ & Business Adm, Beijing 100875, Peoples R China
基金
中国国家自然科学基金;
关键词
Structural Health Monitoring; Environmental Effect Removal; Internet of Things; Principal Component Analysis; DAMAGE DETECTION; DIAGNOSIS;
D O I
10.1109/IMIS.2013.91
中图分类号
TN [电子技术、通信技术];
学科分类号
0809 ;
摘要
Internet of things (IoT) has provided a promising choice for structural health monitoring (SHM) recently. In vibration-based structural health monitoring, structural features which are extracted from periodically spaced measurement using sensors are subject to variable environmental conditions. This paper proposes an environmental effect removal based structural health monitoring scheme in an IoT environment. Principal component analysis (PCA) is employed to eliminate environment effects from sensor data which contain both real vibration feature of architectural structure and environmental interferences. After environmental effects removal, Hilbert-Huang transformation (HHT) which is a classical method for signal analysis is used for structural health analysis and monitoring. Simulation results show that the proposed scheme achieves high accuracy in structural health monitoring and robust performance against environmental interferences.
引用
收藏
页码:512 / 517
页数:6
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