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3D real-time indoor localization via broadband nonlinear backscatter in passive devices with centimeter precision

Published: 03 October 2016 Publication History

Abstract

We propose and demonstrate accurate 3D real-time indoor localization via broadband nonlinear backscatter in passive devices. The proposed method does not need any relative motion between a reader and a tag or the use of reference anchor nodes. In the conventional radio frequency identification (RFID) system, a passive tag responds to a reader by switching its antenna "on" and "off". The operation of such conventional backscatter is essentially "linear", since the reader-to-tag (downlink) and tag-to-reader (uplink) signals overlap on the same carrier frequency. Although linear backscatter is straightforward, the self-jamming problem caused by strong leakage signals from the transmitter to the receiver is notorious and poses many constraints on the received signal quality, operation bandwidth, modulation flexibility and system complexity. To enable high-accuracy real-time 3D indoor localization for passive devices, we show that nonlinear backscatter is more effective than linear backscatter. Nonlinear backscatter exploits nonlinear elements in passive devices to generate second or higher-order harmonics as the uplink response. Separation of downlink and uplink on different carriers allows immediate self-jamming cancellation and direct un-modulated carrier phase decoding, hence resulting in better received signal quality and broad bandwidth of operation, both of which are critical for the localization system. The broad bandwidth allows the design of an efficient phase-based ranging algorithm - heuristic multi-frequency continuous wave (HMFCW) ranging which resolves ambiguous phase cycles with heuristically optimized sparse carrier frequencies. HMFCW ranging can correctly pin down the phase cycle integer with 100% reliability as long as the phase error falls within ±90° × BW% (percentage bandwidth). In our present implementation, we achieved a median ranging error below 1 cm under phase error bounds of ±50°. We realized real-time 3D localization from differential ranging by nonlinear conjugate gradient (CG) search for hyperboloids intersection in a multi-static transceiving system with 1 Tx antenna and 4 Rx antennas. The measured 3D localization median error was 3.5 cm in the indoor environment. Presently, the measurement latency was less than 0.155 seconds. We will present system design, algorithms and a prototype with experimental evaluation.

References

[1]
L. M. Ni, Y. Liu, Y. C. Lau and A. P. Patil. Landmarc: indoor location sensing using active RFID. In IEEE Percom, 2003.
[2]
J. Zhou and J. Shi. RFID localization algorithm and applications, a review. J. Intell. Manuf., 20(6):695--707, Dec. 2009.
[3]
P. Nikitin, R. Martinez, S. Ramanurthy, H. Leland, G. Spiess and K. V. R. Rao. Phase based spatial identification of UHF RFID tags. In IEEE RFID, 2010.
[4]
C. Xu, et al. Improving rf-based device-free passive localization in cluttered indoor environment through probabilistic classification methods. In IPSN, 2012.
[5]
S. Radiom, et al. Far-field on-chip antennas monolithically integrated in a wireless-powered 5.8-ghz downlink/uwb uplink rfid tag in 0.18-um standard cmos. IEEE Journal of Solid State Circuits, 45(9):1746--1758, Sept. 2010.
[6]
L. Yang, Y. Chen, X. Li, C. Xiao, M. Li and Y. Liu. Tagoram: Real-time tracking of mobile RFID tags to high precision using cots devices. In ACM Mobicom, 2014.
[7]
J. Wang, D. Vasisht and D. Katabi. RF-IDraw: virtual touch screen in the air using RF signals. In ACM Sigcomm, 2014.
[8]
C. H. Williams, B. Grant, X. Liu, Z. Zhang and P. Kumarl. Accurate localization of RFID tags using phase difference. In IEEE RFID, 2010.
[9]
D. Arnitz, K. Witrisal and U. Muehlmann. Multi-frequency continuous-wave radar approach to ranging in passive UHF RFID. IEEE Tran. Microw. Theory Tech., 57(5):1398--1405, May 2009.
[10]
J. Wang, F. Alib, R. Knepper, D. Katabi and D. Rus. RF-compass: Robot object manipulation using RFIDs. In ACM Mobicom, 2013.
[11]
T. Li, C. An, Z. Tian, A. T. Campbell and X. Zhou. Human sensing using visible light communication. In ACM Mobicom, 2014.
[12]
L. Liu, et al. Anchor-free backscatter positioning for RFID tags with high accuracy. In IEEE INFOCOM, 2014.
[13]
S. Lanzisera, D. Lin and K. S. J. Pister. RF time of flight ranging for wireless sensor networks localization. In Workshop on Intelligent Solutions in Embedded Systems. Dig., 2006.
[14]
R. Miesen, et al. Holographic localization of passive UHF RFID transponders. In IEEE RFID, 2011.
[15]
J. Wang and D. Katabi. Dude, where is my card? RFID positioning that works with multipath and non-line of sight. In ACM Sigcomm, 2013.
[16]
J. Fitch. Synthetic Aperture Radar. 1988.
[17]
G. Durgin, et al. Modulation and sensitivity limits for backscatter receivers. In IEEE RFID, 2013.
[18]
S. Lee, et al. A new TX leakage-suppression technique for an RFID receiver using a dead-zone amplifier. In ISSCC Tech. Dig., 2013.
[19]
D. M. Pozar. Microwave Engineering. 2011.
[20]
Y. Ma and E. C. Kan. Accurate Indoor Ranging by Broadband Harmonic Generation in Passive NLTL Backscatter Tags. IEEE Tran. Microw. Theory Tech., 2014.
[21]
G. Li, D. Amitz, R. Ebelt, U. Muehlmann, K. Witrisal and M. Vossiek. Bandwidth dependence of CW radar ranging to UHF RFID tags in severe multipath environments. In IEEE RFID, 2011.
[22]
T.H. Lee. The Design of CMOS Radio-frequency Integrated Circuits. 1998.
[23]
http://www.impinj.com/products/readers. 2016.
[24]
F. Yu, K. G. Lyon and E. C. Kan. A novel passive RFID transponder using harmonic generation of nonlinear transmission lines. IEEE Tran. Microw. Theory Tech., 2010.
[25]
W. Lee and E. Afshari. Low noise resonant parametric amplifier. IEEE Tran. Circuits Syst., 2011.
[26]
E. Afshari, H. S. Bhat, A. Hajimiri and J. E. Marsden. Extremely wideband signal shaping using one- and two-dimensional nonuniform nonlinear transmission lines. Journal of Applied Physics, 2006.
[27]
Wisp 5 firmware repository. http://www.github.com/wisp/, 2016.
[28]
X. Li, Y. Zhang and M. G. Amin. Multi-frequency-based range estimation of RFID tags. In IEEE RFID, 2009.
[29]
J. Xiong and K. Jamieson. Arraytrack: A fine-grained indoor location system. In NSDI, 2013.
[30]
S. Azzouzi et al. New measurement results for the localization of UHF RFID transponders using an angle of arrival (AoA) approach. In RFID, 2011.
[31]
P.V. Nikitin and K.V.S Rao. Theory and measurement of backscattering from RFID tags. IEEE Antennas and Propagation Magazine, 2008.
[32]
P.N. Betjes. An algorithm for automated phase center determination and its implementation. In Proc. AMTA Conf., 2007.
[33]
http://taoglas.com/images/product_images/original_images/TL.10.1HH11.pdf.
[34]
http://taoglas.com/images/product_images/original_images/TG.22.0111.pdf
[35]
New policies for part 15 devices. https://transition.fcc.gov/oet/ea/presentations/files/may05/New_Policies_Pt._15_SD.pdf, 2005.
[36]
FCC increases availability of spectrum for high-speed, high-capacity wi-fi and other unlicensed uses in the 5GHz band. https://apps.fcc.gov/edocs_public/attachmatch/DOC-326341A1.pdf, 2014.
[37]
FCC. https://apps.fcc.gov/edocs_public/attachmatch/FCC-08-260A1.pdf, 2008.
[38]
http://www.canadagps.com/KB_04.html, 2016.
[39]
J. Kang, P. Y. Chiang and A. Natarajan. A 1.2cm2 2.4GHz self-oscillating rectifier antenna achieving -34.5dBm sensitivity for wirelessly powered sensors. In Digest of ISSCC, 2016.
[40]
NXP SL3S1204. http://www.nxp.com/documents/data_sheet/SL3S1204.pdf, 2016.
[41]
F. Yu, Y. Ma and E. C. Kan. Reflective nonlinear transmission lines for single-antenna non-self-jamming RFID. In IEEE International Microwave Symposium, 2011.
[42]
B. Razavi. RF Microelectronics. Prentice Hall, 1998.
[43]
B. Razavi. Design considerations for direct-conversion receivers. IEEE Transactions on Circuits and Systems II, 1997.
[44]
J. R. Shewchuk. An introduction to conjugate gradient method without the agonizing pain. 1994.
[45]
D. Bharadia, Emily. McMilin and S. Katti. Full duplex radios. In ACM Sigcomm, 2013.
[46]
H. K. Achanta, S. Dasgupta and Z. Ding. Optimum sensor placement for localization in three dimensional under log normal shadowing. In IEEE CISP, 2012.

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      cover image ACM Other conferences
      MobiCom '16: Proceedings of the 22nd Annual International Conference on Mobile Computing and Networking
      October 2016
      532 pages
      ISBN:9781450342261
      DOI:10.1145/2973750
      Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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      Published: 03 October 2016

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      Author Tags

      1. 3D localization
      2. RFID
      3. human machine interface
      4. nonlinear backscatter
      5. real-time

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      MobiCom '16 Paper Acceptance Rate 31 of 226 submissions, 14%;
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      Cited By

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      • (2024)ScribeProceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies10.1145/36314117:4(1-31)Online publication date: 12-Jan-2024
      • (2024)Unlocking the Potential of Low-Cost High-Resolution Sensing with Analog Backscatter2024 IEEE International Conference on RFID (RFID)10.1109/RFID62091.2024.10582681(1-6)Online publication date: 4-Jun-2024
      • (2024)Circular Polarized Antennas With Harmonic Radar: Passive Nonlinear Tag LocalizationIEEE Journal of Selected Areas in Sensors10.1109/JSAS.2024.33781571(9-19)Online publication date: 2024
      • (2024)Leveraging Spatial Diversity for Ambiguity-Free Ultranarrowband Phase-Based 3-D LocalizationIEEE Internet of Things Journal10.1109/JIOT.2024.338204611:12(22337-22350)Online publication date: 15-Jun-2024
      • (2023)Privacy-Preserving Indoor Trajectory Matching with IoT DevicesSensors10.3390/s2308402923:8(4029)Online publication date: 16-Apr-2023
      • (2023)Battery-free Wideband Spectrum Mapping using Commodity RFID TagsProceedings of the 29th Annual International Conference on Mobile Computing and Networking10.1145/3570361.3592508(1-16)Online publication date: 2-Oct-2023
      • (2023)mReader: Concurrent UHF RFID Tag ReadingProceedings of the Twenty-fourth International Symposium on Theory, Algorithmic Foundations, and Protocol Design for Mobile Networks and Mobile Computing10.1145/3565287.3610256(280-289)Online publication date: 23-Oct-2023
      • (2023)A Generalized Method to Combat Multipaths for RFID SensingIEEE/ACM Transactions on Networking10.1109/TNET.2022.319086231:1(336-351)Online publication date: Mar-2023
      • (2023)UHF-RFID Tag Chip Integrated Reader Antenna Array2023 IEEE 13th International Conference on RFID Technology and Applications (RFID-TA)10.1109/RFID-TA58140.2023.10290422(75-78)Online publication date: 4-Sep-2023
      • (2023)Outlooks for UHF RFID-Based Autonomous Retails and FactoriesIEEE Journal of Radio Frequency Identification10.1109/JRFID.2022.32114747(12-19)Online publication date: 2023
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