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Real-Time RFID Localization Using RSS
Kirti Chawla, Christopher McFarland, Gabriel Robins, Connor Shope Presenter: Christopher McFarland
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Background The necessity for locating objects
Limitations of current solutions: Expensive equipment Nontrivial computational processing Unrealistic constraints
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Objective Simple! To locate objects in a given environment
Criteria for a successful system: Adaptive Scalable Accurate Fast Realistic
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Why RFID? Scalable Wide range of environments
Remove unrealistic constraints? Deliver next generation of localization services
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Sneak Peek Our proposed solution How?
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A Key Insight Ideal tag-reader pairs unlock higher performance
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Performance-Enhancing Heuristics
Real-Time Localization Framework Tag Selection Tag Binning RSS Decay Models Performance-Enhancing Heuristics Problem Brands of tags have variable performance Solution Select tag brands based on performance
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Performance-Enhancing Heuristics
Real-Time Localization Framework Tag Selection Tag Binning RSS Decay Models Performance-Enhancing Heuristics Problem Tags of the same brand have variable sensitivities Solution Bin tags based on their sensitivity
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Performance-Enhancing Heuristics
Real-Time Localization Framework Tag Selection Tag Binning RSS Decay Models Performance-Enhancing Heuristics Problems RF signal variability renders the Friis Eqn. useless Environmental effects affecting RSS
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Performance-Enhancing Heuristics
Real-Time Localization Framework Tag Selection Tag Binning RSS Decay Models Performance-Enhancing Heuristics Solution Inspired by the Friis Equation [ThingMagic, Tag-10] RSS = D0.29 Friis Eqn. General Form Eqn. RSS = CDE [Alien, Tag-14] RSS = D-0.89
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Performance-Enhancing Heuristics
Real-Time Localization Framework Tag Selection Tag Binning RSS Decay Models Performance-Enhancing Heuristics Solution Model RSS decay with respect to tag-reader distance and tag orientation
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Performance-Enhancing Heuristics
Real-Time Localization Framework Tag Selection Tag Binning RSS Decay Models Performance-Enhancing Heuristics Proposed future work Careful use of reference tags? Auto-calibration routines Real-time environmental information Where we’re currently at
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Creating a Realistic Deployment
Internet RFID Reader Backend Host Tablet Mobile Robot with onboard reader and multi-tag Antenna
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Some Results Black Actual location Blue
Reported for [ThingMagic, Tag 10] [0.3—1.2m], 0.75m avg* Red Reported for [Alien, Tag 14] [0—1.14m], 0.57m avg* *Ranges and averages include outliers
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Have we met the criteria?
Adaptive Scalable Accurate Fast Realistic
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Real-Time RFID Localization Using RSS
Kirti Chawla, Christopher McFarland, Gabriel Robins, Connor Shope Presenter: Christopher McFarland
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