JOURNAL ARTICLE

Feature Extraction for Robust Crack Monitoring Using Passive Wireless RFID Antenna Sensors

Jun ZhangAli Imam SunnyGary ZhangGui Yun Tian

Year: 2018 Journal:   IEEE Sensors Journal Vol: 18 (15)Pages: 6273-6280   Publisher: IEEE Sensors Council

Abstract

Radio-frequency identification (RFID) tag antenna-based passive wireless sensors are receiving increasing attentions for structural health monitoring in large-scale infrastructure. For permanently installed monitoring, robustness to measurement variation including environmental conditions is a practical issue. This paper retrospects the communication principle of magnetic resonant coupling for low-frequency passive wireless RFID antenna sensors. The influence of communication is uncovered and essentially separated from sensing through two steps: sweep (source) frequency to capture the system behavior, i.e., a resonance frequency range, and multiple feature extraction, fusion, and selection in conjunction with normalization for the selected time-domain feature of peak-to-peak. By this way, the robustness of the low-cost RFID sensing system is enhanced. The proposed method is validated by the case study in open crack detection and characterization under varied measurement conditions.

Keywords:
Robustness (evolution) Wireless Radio-frequency identification Structural health monitoring Frequency domain Radio frequency Computer science Electronic engineering Feature extraction Wireless sensor network Engineering Electrical engineering Telecommunications Artificial intelligence Computer network

Metrics

25
Cited By
1.95
FWCI (Field Weighted Citation Impact)
42
Refs
0.84
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Non-Destructive Testing Techniques
Physical Sciences →  Engineering →  Mechanical Engineering
Ultrasonics and Acoustic Wave Propagation
Physical Sciences →  Engineering →  Mechanics of Materials
RFID technology advancements
Physical Sciences →  Engineering →  Media Technology

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