Gas Identification Using Passive UHF RFID Sensor Platform
The concept of passive Radio Frequency Identification (RFID) sensor tag is introduced to remove the dependency of current RFID platforms on battery life. In this paper, a gas identification system is presented using passive RFID sensor tag along with the processing unit. The RFID system is compliant...
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2015-11-01
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doaj-6f9de2a92f4347b6a6f5ac06428ab66f2020-11-24T23:33:13ZengIFSA Publishing, S.L.Sensors & Transducers2306-85151726-54792015-11-01194114253Gas Identification Using Passive UHF RFID Sensor PlatformMuhammad Ali AKBAR0Mohamed ZGAREN1Amine AIT SI ALI2 Abbes AMIRA3Mohieddine BENAMMAR4Faycal BENSAALI5Mohamad SAWAN6Amine BERMAK7College of Engineering, Qatar University, Doha, Qatar Dept. of Electrical Engineering, Polytechnique Montreal, Montreal, Quebec, Canada College of Engineering, Qatar University, Doha, Qatar College of Engineering, Qatar University, Doha, Qatar College of Engineering, Qatar University, Doha, Qatar College of Engineering, Qatar University, Doha, Qatar Dept. of Electrical Engineering, Polytechnique Montreal, Montreal, Quebec, CanadaSchool of Engineering, Hong Kong Uni. of Sci. and Tech., Clear Water Bay, Hong KongThe concept of passive Radio Frequency Identification (RFID) sensor tag is introduced to remove the dependency of current RFID platforms on battery life. In this paper, a gas identification system is presented using passive RFID sensor tag along with the processing unit. The RFID system is compliant to Electronics Product Code Generation 2 (EPC-Gen2) protocol in 902-928 MHz ISM band. Whereas the processing unit is implemented and analyzed in software and hardware platforms. The software platform uses MATLAB, whereas a High Level Synthesis (HLS) tool is used to implement the processing unit on a Zynq platform. Moreover, two sets of different gases are used along with Principal Component Analysis (PCA) and Linear Discriminant Analysis (LDA) based feature reduction approaches to analyze in detail the best feature reduction approach for efficient classification of gas data. It is found that for the first set of gases, 90 % gases are identified using first three principal components, which is 7 % more efficient than LDA. However in terms of hardware overhead, LDA requires 50 % less hardware resources than PCA. The classification results for the second set of gases reveal that 91 % of gas classification is obtained using LDA and first four PCA, while LDA requires 52 % less hardware resources than PCA. The RFID tag used for transmission is implemented in 0.13 µm CMOS process, with simulated average power consumption of 2.6 µW from 1.2 V supply. ThingMagic M6e embedded reader is used for RFID platform implementation. It shows an output power of 31.5 dBm which allows a read range up to 9 meters. http://www.sensorsportal.com/HTML/DIGEST/november_2015/Vol_194/P_2756.pdfSensor tagPattern recognitionGas identificationUHF RFID ReaderEPC Gen2ISM Band. |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Muhammad Ali AKBAR Mohamed ZGAREN Amine AIT SI ALI Abbes AMIRA Mohieddine BENAMMAR Faycal BENSAALI Mohamad SAWAN Amine BERMAK |
spellingShingle |
Muhammad Ali AKBAR Mohamed ZGAREN Amine AIT SI ALI Abbes AMIRA Mohieddine BENAMMAR Faycal BENSAALI Mohamad SAWAN Amine BERMAK Gas Identification Using Passive UHF RFID Sensor Platform Sensors & Transducers Sensor tag Pattern recognition Gas identification UHF RFID Reader EPC Gen2 ISM Band. |
author_facet |
Muhammad Ali AKBAR Mohamed ZGAREN Amine AIT SI ALI Abbes AMIRA Mohieddine BENAMMAR Faycal BENSAALI Mohamad SAWAN Amine BERMAK |
author_sort |
Muhammad Ali AKBAR |
title |
Gas Identification Using Passive UHF RFID Sensor Platform |
title_short |
Gas Identification Using Passive UHF RFID Sensor Platform |
title_full |
Gas Identification Using Passive UHF RFID Sensor Platform |
title_fullStr |
Gas Identification Using Passive UHF RFID Sensor Platform |
title_full_unstemmed |
Gas Identification Using Passive UHF RFID Sensor Platform |
title_sort |
gas identification using passive uhf rfid sensor platform |
publisher |
IFSA Publishing, S.L. |
series |
Sensors & Transducers |
issn |
2306-8515 1726-5479 |
publishDate |
2015-11-01 |
description |
The concept of passive Radio Frequency Identification (RFID) sensor tag is introduced to remove the dependency of current RFID platforms on battery life. In this paper, a gas identification system is presented using passive RFID sensor tag along with the processing unit. The RFID system is compliant to Electronics Product Code Generation 2 (EPC-Gen2) protocol in 902-928 MHz ISM band. Whereas the processing unit is implemented and analyzed in software and hardware platforms. The software platform uses MATLAB, whereas a High Level Synthesis (HLS) tool is used to implement the processing unit on a Zynq platform. Moreover, two sets of different gases are used along with Principal Component Analysis (PCA) and Linear Discriminant Analysis (LDA) based feature reduction approaches to analyze in detail the best feature reduction approach for efficient classification of gas data. It is found that for the first set of gases, 90 % gases are identified using first three principal components, which is 7 % more efficient than LDA. However in terms of hardware overhead, LDA requires 50 % less hardware resources than PCA. The classification results for the second set of gases reveal that 91 % of gas classification is obtained using LDA and first four PCA, while LDA requires 52 % less hardware resources than PCA. The RFID tag used for transmission is implemented in 0.13 µm CMOS process, with simulated average power consumption of 2.6 µW from 1.2 V supply. ThingMagic M6e embedded reader is used for RFID platform implementation. It shows an output power of 31.5 dBm which allows a read range up to 9 meters.
|
topic |
Sensor tag Pattern recognition Gas identification UHF RFID Reader EPC Gen2 ISM Band. |
url |
http://www.sensorsportal.com/HTML/DIGEST/november_2015/Vol_194/P_2756.pdf |
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