4.8 Article

PSOTrack: A RFID-Based System for Random Moving Objects Tracking in Unconstrained Indoor Environment

期刊

IEEE INTERNET OF THINGS JOURNAL
卷 5, 期 6, 页码 4632-4641

出版社

IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
DOI: 10.1109/JIOT.2018.2795893

关键词

Indoor localization; particle swarm optimization (PSO); radio frequency identification (RFID); trajectory tracking

资金

  1. National Science Foundation of China [U1713212, 61572330, 61273354, 61602319]
  2. Natural Science Foundation of Guangdong Province [S2011040004700, 2014A030313554, 2017A030313357]
  3. Technology Planning Project from Guangdong Province [2014B010118005]
  4. Technology Planning Project of Shenzhen City [JCYJ20170302143118519]
  5. Scientific Research Program through Shaanxi Provincial Education Department [2013JK1139]

向作者/读者索取更多资源

Radio frequency identification (RFID) technology, with its advantages such as battery-free tags, low cost, and scalability, has been playing an important role in many application domains, such as large-scale storage systems, supermarkets, construction sites, etc. Many of those application scenarios also require indoor positioning technologies, for example, warehouse goods positioning, item positioning in production assembly lines, and worker positioning in construction sites. However, indoor positioning using RFID faces accuracy degradation in dynamic environments, especially when tracking randomly moving targets. In this paper, we propose PSOTrack, a continuous RFID-based tracking system for random moving targets in unconstrained indoor environments. In PSOTrack, a data preprocessed, and an optimized particle swarm optimization algorithm is applied to determine the initial position, after that a dynamic correction method for trajectory prediction is proposed for continuous tracking. Results show that the proposed algorithm effectively improves the positioning accuracy and is able to achieve 1 m localization accuracy in dynamic indoor environments, which makes it a promising technology to support future pervasive RFID-based tracking applications.

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