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SiFi: Pushing the Limit of Time-Based WiFi Localization Using a Single Commodity Access Point

Published: 26 March 2018 Publication History

Abstract

There has been a booming interest in developing WiFi localization using multi-antenna (MIMO) access points (APs). Recent advances have demonstrated promising results that break the meter-accuracy barrier using commodity APs. Yet these state-of-the-art solutions require either multiple APs that are not necessarily available in practice, or multiple-channel measurements that disrupt normal data communication. In this paper, we present SiFi, a single AP-based indoor localization system that for the first time achieves sub-meter accuracy with a single channel only. The SiFi design is based on a key observation: with MIMO, the multiple (typically three) antennas of an AP are frequency-locked; although the accurate Time-of-Arrival (ToA) estimation on commodity APs is fundamentally limited by the imperfect time and frequency synchronization between the transmitter and receiver, there should be only one value for the ToA distortion that can cause three direct-path ToAs of the antennas to intersect at a single point, i.e., the position of the target. We develop the theoretical foundations of SiFi and demonstrate its realworld implementation with off-the-shelf WiFi cards. Our implementation introduces no hardware modification and is fully compatible with concurrent data transmission. It achieves a median accuracy of 0.93 m, which significantly outperforms the best known single AP single channel solution.

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      cover image Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies
      Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies  Volume 2, Issue 1
      March 2018
      1370 pages
      EISSN:2474-9567
      DOI:10.1145/3200905
      Issue’s Table of Contents
      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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      Publication History

      Published: 26 March 2018
      Accepted: 01 January 2018
      Revised: 01 November 2017
      Received: 01 May 2017
      Published in IMWUT Volume 2, Issue 1

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      Author Tags

      1. Indoor Localization
      2. MIMO
      3. Single Access Point
      4. WiFi OFDM

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      Cited By

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      • (2024)Commodity Wi-Fi-Based Wireless Sensing Advancements over the Past Five YearsSensors10.3390/s2422719524:22(7195)Online publication date: 10-Nov-2024
      • (2024)RLocProceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies10.1145/36314377:4(1-28)Online publication date: 12-Jan-2024
      • (2024)GLAC: High-Precision Tracking of Mobile Objects With COTS RFID SystemsIEEE/ACM Transactions on Networking10.1109/TNET.2023.334895032:3(2331-2343)Online publication date: 1-Jun-2024
      • (2024)MimoLoc: Indoor Localization With Assistance of Microwave Reflection of Downlink Signal in Sub-6G MIMO NetworksIEEE Transactions on Microwave Theory and Techniques10.1109/TMTT.2023.331406172:4(2655-2668)Online publication date: Apr-2024
      • (2024)SPRING+: Smartphone Positioning From a Single WiFi Access PointIEEE Transactions on Mobile Computing10.1109/TMC.2024.336724123:10(9549-9566)Online publication date: Oct-2024
      • (2024)A Multichannel Approach and Testbed for Centimeter-Level WiFi RangingIEEE Journal of Indoor and Seamless Positioning and Navigation10.1109/JISPIN.2024.33668502(76-91)Online publication date: 2024
      • (2024)Survey of Deep Learning Applications in WiFi Localization2024 IEEE 7th Advanced Information Technology, Electronic and Automation Control Conference (IAEAC)10.1109/IAEAC59436.2024.10503750(517-522)Online publication date: 15-Mar-2024
      • (2024)Bilatangulation: A Novel Measurement Error Compensation Method for Wi-Fi Indoor Positioning With Two AnchorsIEEE Access10.1109/ACCESS.2024.344711212(128652-128661)Online publication date: 2024
      • (2023)From Coarse to Fine: Two-Stage Indoor Localization with Multisensor FusionTsinghua Science and Technology10.26599/TST.2022.901002928:3(552-565)Online publication date: Jun-2023
      • (2023)Indoor Positioning System in Vocational Undergraduate College Based on CSI with Single APProceedings of the 3rd International Conference on Electronic Information Technology and Smart Agriculture10.1145/3641343.3641345(11-18)Online publication date: 8-Dec-2023
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