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New insights into wifi-based device-free localization

Published: 08 September 2013 Publication History

Abstract

WiFi-based device-free localization is a main indoor localization technique that has attracted much attention recently. Typically, due to the complex wireless propagation in indoor environments, WiFi-based device-free localization requires a construction of a fingerprint map that captures the signal strength characteristics when the human is standing at certain locations in the area of interest. This fingerprint requires significant overhead in construction, and thus has been one of the major drawbacks of WiFi-based device-free localization. In this paper, we leverage an automated tool for fingerprint constructions to study novel scenarios for WiFi-based device-free localization training and testing that are difficult to evaluate in a real environment. In particular, we examine the effect of changing the access points (AP) mounting location, AP technology upgrade, and outsider effect; on the accuracy of the localization system. Our analysis provides recommendations for better localization and provides insights for both researchers and practitioners.

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Cited By

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  • (2023)Quantum fingerprinting for heterogeneous devices localizationComputer Communications10.1016/j.comcom.2023.03.010204:C(43-51)Online publication date: 10-May-2023
  • (2022)A Constrained Kalman Filter for Wi-Fi-Based Indoor Localization with Flexible Space OrganizationSensors10.3390/s2202042822:2(428)Online publication date: 6-Jan-2022
  • (2022)WiSen: Zero-Knowledge Passive Human Tracking Using a Single WiFi LinkIEEE Transactions on Instrumentation and Measurement10.1109/TIM.2022.320682871(1-15)Online publication date: 2022
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cover image ACM Conferences
UbiComp '13 Adjunct: Proceedings of the 2013 ACM conference on Pervasive and ubiquitous computing adjunct publication
September 2013
1608 pages
ISBN:9781450322157
DOI:10.1145/2494091
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: 08 September 2013

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Author Tags

  1. device-free localization
  2. passive localization
  3. wifi-based localization

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UbiComp '13 Adjunct Paper Acceptance Rate 254 of 399 submissions, 64%;
Overall Acceptance Rate 764 of 2,912 submissions, 26%

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Cited By

View all
  • (2023)Quantum fingerprinting for heterogeneous devices localizationComputer Communications10.1016/j.comcom.2023.03.010204:C(43-51)Online publication date: 10-May-2023
  • (2022)A Constrained Kalman Filter for Wi-Fi-Based Indoor Localization with Flexible Space OrganizationSensors10.3390/s2202042822:2(428)Online publication date: 6-Jan-2022
  • (2022)WiSen: Zero-Knowledge Passive Human Tracking Using a Single WiFi LinkIEEE Transactions on Instrumentation and Measurement10.1109/TIM.2022.320682871(1-15)Online publication date: 2022
  • (2022)QLoc: A Realistic Quantum Fingerprint-based Algorithm for Large Scale Localization2022 IEEE International Conference on Quantum Computing and Engineering (QCE)10.1109/QCE53715.2022.00043(238-246)Online publication date: Sep-2022
  • (2022)Device-independent Quantum Fingerprinting for Large Scale Localization2022 20th Mediterranean Communication and Computer Networking Conference (MedComNet)10.1109/MedComNet55087.2022.9810400(208-215)Online publication date: 1-Jun-2022
  • (2022)A Quantum Algorithm for RF-based Fingerprinting Localization Systems2022 IEEE 47th Conference on Local Computer Networks (LCN)10.1109/LCN53696.2022.9843246(18-25)Online publication date: 26-Sep-2022
  • (2022)A Lightweight Approach for Passive Human Localization Using an Infrared Thermal CameraIEEE Internet of Things Journal10.1109/JIOT.2022.31947149:24(24800-24811)Online publication date: 15-Dec-2022
  • (2021)Recognizing and Counting Freehand Exercises Using Ubiquitous Cellular SignalsSensors10.3390/s2113458121:13(4581)Online publication date: 4-Jul-2021
  • (2021)Towards Quantum Computing for Location Tracking and Spatial SystemsProceedings of the 29th International Conference on Advances in Geographic Information Systems10.1145/3474717.3483958(278-281)Online publication date: 2-Nov-2021
  • (2020)From relative azimuth to absolute locationProceedings of the 26th Annual International Conference on Mobile Computing and Networking10.1145/3372224.3380878(1-14)Online publication date: 16-Apr-2020
  • Show More Cited By

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