STPP: Spatial-Temporal Phase Profiling based method for relative RFID tag localization
Many object localization applications need the relative locations of a set of objects as oppose to their absolute locations. Although many schemes for object localization using radio frequency identification (RFID) tags have been proposed, they mostly focus on absolute object localization and are no...
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sg-smu-ink.sis_research-58852020-02-13T08:29:01Z STPP: Spatial-Temporal Phase Profiling based method for relative RFID tag localization SHANGGUAN, Longfei YANG, Zheng LIU, Alex X. ZHOU, Zimu LIU, Yunhao Many object localization applications need the relative locations of a set of objects as oppose to their absolute locations. Although many schemes for object localization using radio frequency identification (RFID) tags have been proposed, they mostly focus on absolute object localization and are not suitable for relative object localization because of large error margins and the special hardware that they require. In this paper, we propose an approach called spatial-temporal phase profiling (STPP) to RFID-based relative object localization. The basic idea of STPP is that by moving a reader over a set of tags during which the reader continuously interrogating the tags, for each tag, the reader obtains a sequence of RF phase values, which we call a phase profile, from the tag's responses over time. By analyzing the spatial-temporal dynamics in the phase profiles, STPP can calculate the spatial ordering among the tags. In comparison with prior absolute object localization schemes, STPP requires neither dedicated infrastructure nor special hardware. We implemented STPP and evaluated its performance in two real-world applications: locating misplaced books in a library and determining the baggage order in an airport. The experimental results show that STPP achieves about 84% ordering accuracy for misplaced books and 95% ordering accuracy for baggage handling. We further leverage the controllable reader antenna and upgrade STPP to infer the spacing between each pair of tags. The result shows that STPP could achieve promising performance on distance ranging. 2016-07-01T07:00:00Z text application/pdf https://ink.library.smu.edu.sg/sis_research/4882 info:doi/10.1109/TNET.2016.2590996 https://ink.library.smu.edu.sg/context/sis_research/article/5885/viewcontent/TNET.2016.2590996.pdf http://creativecommons.org/licenses/by-nc-nd/4.0/ Research Collection School Of Computing and Information Systems eng Institutional Knowledge at Singapore Management University Communication technology wireless communication wireless networks Communication Technology and New Media Digital Communications and Networking Software Engineering |
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Communication technology wireless communication wireless networks Communication Technology and New Media Digital Communications and Networking Software Engineering SHANGGUAN, Longfei YANG, Zheng LIU, Alex X. ZHOU, Zimu LIU, Yunhao STPP: Spatial-Temporal Phase Profiling based method for relative RFID tag localization |
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Many object localization applications need the relative locations of a set of objects as oppose to their absolute locations. Although many schemes for object localization using radio frequency identification (RFID) tags have been proposed, they mostly focus on absolute object localization and are not suitable for relative object localization because of large error margins and the special hardware that they require. In this paper, we propose an approach called spatial-temporal phase profiling (STPP) to RFID-based relative object localization. The basic idea of STPP is that by moving a reader over a set of tags during which the reader continuously interrogating the tags, for each tag, the reader obtains a sequence of RF phase values, which we call a phase profile, from the tag's responses over time. By analyzing the spatial-temporal dynamics in the phase profiles, STPP can calculate the spatial ordering among the tags. In comparison with prior absolute object localization schemes, STPP requires neither dedicated infrastructure nor special hardware. We implemented STPP and evaluated its performance in two real-world applications: locating misplaced books in a library and determining the baggage order in an airport. The experimental results show that STPP achieves about 84% ordering accuracy for misplaced books and 95% ordering accuracy for baggage handling. We further leverage the controllable reader antenna and upgrade STPP to infer the spacing between each pair of tags. The result shows that STPP could achieve promising performance on distance ranging. |
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text |
author |
SHANGGUAN, Longfei YANG, Zheng LIU, Alex X. ZHOU, Zimu LIU, Yunhao |
author_facet |
SHANGGUAN, Longfei YANG, Zheng LIU, Alex X. ZHOU, Zimu LIU, Yunhao |
author_sort |
SHANGGUAN, Longfei |
title |
STPP: Spatial-Temporal Phase Profiling based method for relative RFID tag localization |
title_short |
STPP: Spatial-Temporal Phase Profiling based method for relative RFID tag localization |
title_full |
STPP: Spatial-Temporal Phase Profiling based method for relative RFID tag localization |
title_fullStr |
STPP: Spatial-Temporal Phase Profiling based method for relative RFID tag localization |
title_full_unstemmed |
STPP: Spatial-Temporal Phase Profiling based method for relative RFID tag localization |
title_sort |
stpp: spatial-temporal phase profiling based method for relative rfid tag localization |
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Institutional Knowledge at Singapore Management University |
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2016 |
url |
https://ink.library.smu.edu.sg/sis_research/4882 https://ink.library.smu.edu.sg/context/sis_research/article/5885/viewcontent/TNET.2016.2590996.pdf |
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