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Published byArchibald Owen Modified over 8 years ago
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BackPos: Anchor-free Backscatter Positioning for RFID Tags with High Accuracy Tianci Liu, Lei Yang, Qiongzheng Lin, Yi Guo, Yunhao Liu
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Outline Background & Motivation Proposed Approach Evaluation Discussion & Conclusion 2
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Backscatter system Four elements of UHF backscatter system Reader Antenna UHF Wave Tags
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Backscatter system Expensive and do most of the jobs. EPC C1Gen2 Expensive and do most of the jobs. EPC C1Gen2 From 300MHz to 3GHz EPC C1Gen2: 900MHz~915MHz From 300MHz to 3GHz EPC C1Gen2: 900MHz~915MHz No battery and weak Tiny and cheap. 5 cents to 15 cents No battery and weak Tiny and cheap. 5 cents to 15 cents
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Locating every unique RFID tag Locating a tag means almost locating everything
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Existing approaches By distance estimation. RSS as distance indicator. Influenced by environment, tag orientation and diversity. By distance estimation. RSS as distance indicator. Influenced by environment, tag orientation and diversity.
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Existing approaches Granularity of anchors largely determines accuracy. By reference tags(anchor). Compare fingerprint: RSS(LANDMARC), multipath profile(PinIt) A lot of deployment work By reference tags(anchor). Compare fingerprint: RSS(LANDMARC), multipath profile(PinIt) A lot of deployment work
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Outline Background & Motivation Proposed Approach Evaluation Discussion & Conclusion 8
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Signal features COTS readers provide RSS & phase are available, e.g. Impinj readers RSS: not reliable Phase:
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Empirical studies of phase Phase is stable.
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Empirical studies of phase Phase is unrelated to tag orientation.
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Phase in backscatter system
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Challenges of using phase
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BackPos - tag diversity Use phase difference from different antennas Eliminate periodicity – Get distance difference from phase difference
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Eliminate periodicity
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Naive approach – Triangle constraint: /4 between antennas – ≈32 (≈910) w=25cm
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BackPos - periodicity Use feasible region to relax antenna distance constraint – Antenna has reading zone – Just positions in reading zone satisfy distance difference restrict
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BackPos - periodicity Use feasible region to relax antenna distance constraint – Feasible region: region that all positions satisfy distance difference restrict. – Cover reading zone intersections of antennas
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BackPos - periodicity
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BackPos – distance difference
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BackPos – hyperbola intersection
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BackPos – estimated position
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Outline Background & Motivation Proposed Approach Evaluation Discussion & Conclusion 23
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Implementation & Evaluation 25cm
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Positioning accuracy Target position: (−43.2, 283.4) Distance difference error: <1 Positioning error: 12.8
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Positioning v.s positions 9 targets in a circle Error increases as increases
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Positioning v.s positions 9 targets in a circle Error increases as increases
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Positioning v.s tag diversity Random choose positions for targets ‘2×2’ & ‘Square’
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Outline Background & Motivation Proposed Approach Evaluation Discussion & Conclusion 29
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Discussion & Conclusion Explore phase in backscatter systems Propose BackPos – No reference tags, 12.8cm Implement and evaluate BackPos with COTS devices Limitations: – Not suitable for NLOS scenarios – 4 antennas
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Thank you! Questions?
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