Title :
Environmental Effect Removal Based Structural Health Monitoring in the Internet of Things
Author :
Hongyang Zhang ; Junqi Guo ; Xiaobo Xie ; Rongfang Bie ; Yunchuan Sun
Author_Institution :
Coll. of Inf. Sci. & Technol., Beijing Normal Univ., Beijing, China
Abstract :
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.
Keywords :
Hilbert transforms; Internet of Things; condition monitoring; environmental factors; principal component analysis; sensors; signal processing; structural engineering computing; HHT; Hilbert-Huang transformation; Internet of things; IoT; PCA; SHM; environmental effect removal; environmental interferences; principal component analysis; sensors; signal analysis; structural health monitoring; variable environmental conditions; Covariance matrices; Feature extraction; Monitoring; Principal component analysis; Sensors; Vectors; Vibrations; Environmental Effect Removal; Internet of Things; Principal Component Analysis; Structural Health Monitoring;
Conference_Titel :
Innovative Mobile and Internet Services in Ubiquitous Computing (IMIS), 2013 Seventh International Conference on
Conference_Location :
Taichung
DOI :
10.1109/IMIS.2013.91