Wireless Material Identification in the Recycling Chain Using Chipless RFID Tags

被引:3
|
作者
Tellbach, Denise [1 ]
Villa-Gonzalez, Fatima [1 ]
Li, Heyi [1 ]
Bhattacharyya, Rahul [1 ]
Sarma, Sanjay [1 ]
机构
[1] MIT, Auto ID Labs, Cambridge, MA 02139 USA
关键词
Recycling; Plastics; RFID tags; Costs; Metals; Glass; Random forests; Automated material identification; chipless radio frequency identification (RFID); circular ring resonators (CRRs); random forest classification; recycling chain; SENSORS; CHALLENGES;
D O I
10.1109/JSEN.2023.3279009
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The utility of chipless radio frequency identification (RFID) technology for the identification of eight materials (seven plastic types and glass) in the recycling chain is examined. We first demonstrate how the frequency response of eight circular ring resonators (CRRs), designed to operate in the 1.5-6-GHz band, is used to encode eight unique material IDs. Tagged items are inserted one at a time in front of a chipless RFID reader and the speed and accuracy of material identification, based on the ability to decode the tag's frequency response, is determined. We demonstrate the ability to correctly identify the material type using a random forest classifier with up to 93% accuracy while being 3-16x faster than other methods reported in the literature. A technique to further improve the detection speed, taking measurements with lower resolution, at the cost of accuracy is then presented. Finally, future directions of exploration are discussed.
引用
收藏
页码:14976 / 14987
页数:12
相关论文
共 50 条
  • [31] Multistate Chipless RFID Tags for Robust Vibration Sensing
    Azarfar, Ashkan
    Barbot, Nicolas
    Perret, Etienne
    IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES, 2024, 72 (02) : 1380 - 1391
  • [32] A Novel Design of Chipless RFID Tags Based on Alphabets
    Tedjini, Smail
    Boularess, Oussama
    Andriamiharivolamena, Tsitoha
    Rmili, Hatem
    Aguili, Taoufik
    2017 IEEE MTT-S INTERNATIONAL MICROWAVE SYMPOSIUM (IMS), 2017, : 1561 - 1563
  • [33] Array Strategies for Improving the Performances of Chipless RFID Tags
    Cetin, Elif
    Sahin, M. Baris
    Ergul, Ozgur
    2018 IEEE ANTENNAS AND PROPAGATION SOCIETY INTERNATIONAL SYMPOSIUM ON ANTENNAS AND PROPAGATION & USNC/URSI NATIONAL RADIO SCIENCE MEETING, 2018, : 2015 - 2016
  • [34] High Security Chipless RFID Tags Using Frequency Shift Coding Technique
    Sumi, M.
    Pradeep, Anju
    Paul, Binu
    Mridula, S.
    RADIOENGINEERING, 2017, 26 (03) : 765 - 771
  • [35] A Novel Temperature Sensor Based on Chipless RFID Tags
    Guo, Xin Yu
    Wan, Guo Chun
    Gao, Yu Miao
    Tong, Mei Song
    2020 IEEE MTT-S INTERNATIONAL CONFERENCE ON NUMERICAL ELECTROMAGNETIC AND MULTIPHYSICS MODELING AND OPTIMIZATION (NEMO 2020), 2020,
  • [36] Increased Coding Capacity of Chipless RFID Tags Using Radiation Pattern Diversity
    Requena, Florian
    Barbot, Nicolas
    Kaddour, Darine
    Perret, Etienne
    2022 52ND EUROPEAN MICROWAVE CONFERENCE (EUMC), 2022, : 868 - 871
  • [37] Proposal for a Low-Cost Reader for Chipless RFID Tags Using PLUTOSDR
    Gregorio Rodrigues, Robson Joao
    Frate, Marcelo
    Fabri Junior, Luiz Ariovaldo
    Bravo Roger, Leonardo Lorenzo
    PROCEEDINGS OF THE 7TH BRAZILIAN TECHNOLOGY SYMPOSIUM (BTSYM'21): EMERGING TRENDS IN SYSTEMS ENGINEERING MATHEMATICS AND PHYSICAL SCIENCES, VOL 2, 2022, 295 : 169 - 177
  • [38] Mathematical Model of Chipless RFID Tags for Detection Improvement
    Aliasgari, Javad
    Karmakar, Nemai Chandra
    IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES, 2020, 68 (10) : 4103 - 4115
  • [39] On the application of the EM-imaging for chipless RFID tags
    Zomorrodi, M.
    Karmakar, N. C.
    WIRELESS POWER TRANSFER, 2015, 2 (02): : 86 - 96
  • [40] On the Application of Characteristic Modes for the Design of Chipless RFID Tags
    Rezaiesarlak, Reza
    Manteghi, Majid
    2014 IEEE ANTENNAS AND PROPAGATION SOCIETY INTERNATIONAL SYMPOSIUM (APSURSI), 2014, : 1304 - 1305