RFGo: A Seamless Self-checkout System for Apparel Stores Using RFID - - PowerPoint PPT Presentation
RFGo: A Seamless Self-checkout System for Apparel Stores Using RFID - - PowerPoint PPT Presentation
RFGo: A Seamless Self-checkout System for Apparel Stores Using RFID Carlos Bocanegra (Northeastern University) Mohammad A. (Amir) Khojastepour (NEC Laboratories America) Mustafa Y. Arslan (NEC Laboratories America) Eugene Chai (NEC Laboratories
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THE PAINFUL CHECKOUT PROCESS
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[1] Forrester. 2018. Consumers Cringe At Slow Checkout. Forrester Opportunity Snapshot: Digimarc August 2018 (8 2018). https://www.digimarc.com/resources/forrester-study
13% sees the checkout burden as the decisive factor to switch to another store1 Only 23% of consumers are satisfied with the checkout process1
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RFGo - OUR VISION
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No manual effort Large checkout area High Speed checkout Unbarricaded checkout area
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CHALLENGES OF USING RFID FOR CHECKOUT
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Blind Spots
Illumination Orientation Coupling
Collisions Position uncertainty
Mobility Non-stationary env.
CHIP And MEMORY ANTENNA QUERY
POWER
DATA
Backscattering
RFID TAG
ID ID
READER
Longer Range Faster speed
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RFGo - OUR SEAMLESS CHECKOUT SYSTEM
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Self-checkout vision
1. Physical structure 2. Custom-built multi-antenna reader 3. Tag classification via supervised learning Classification accuracy over 99%, with 99.79% precision and 99.77% recall
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Attributes from reader
Inside CA Outside CA
Binary Classifier
RFGo IMPLEMENTATION BLOCK DIAGRAM
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Octoclock for frequency And time sync USRP X310 with TwinRX daughterb
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RX-chains UBX daughterboard for single TX-chain Raspberry Pi controls the active TX antenna through MUX
[1] Nikos Kargas, Fanis Mavromatis, and Aggelos Bletsas. 2015. “Fully-Coherent reader with commodity SDR for Gen2 FM0 and computational RFID,” IEEE Wireless Communications Letters 4, 6 (2015), 617–620. https://doi.org/10.1109/LWC.2015.2475749
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THANKS
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