• DocumentCode
    2444573
  • Title

    Target tracking with packet delays and losses - QoI amid latencies and missing data

  • Author

    Wei, Wei ; He, Ting ; Bisdikian, Chatschik ; Goeckel, Dennis ; Towsley, Don

  • Author_Institution
    Dept. of Comput. Sci., Univ. of Massachusetts, Amherst, MA, USA
  • fYear
    2010
  • fDate
    March 29 2010-April 2 2010
  • Firstpage
    93
  • Lastpage
    98
  • Abstract
    In this paper, we investigate how packet delays and losses affect the quality of target tracking. Specifically, we use Bayesian information of the posterior distribution of target locations to quantify the quality of target tracking and investigate how network quality and measurement quality affect the value of Bayesian information. We show that improving measurement quality provides diminishing gain on tracking quality, while the gain from improving network quality does not diminish. We obtain the condition under which a user obtains information gain on the target location from a tracking process. We further use Bayesian information as the metric for the gateway to select the sensor for taking measurements and determine the measurement time to control the tracking quality.
  • Keywords
    Bayes methods; statistical distributions; target tracking; wireless sensor networks; Bayesian information; gateway; measurement quality; measurement time; network quality; packet delays; packet losses; posterior distribution; quality of such information; sensor network; target tracking; Acoustic measurements; Acoustic sensors; Battery charge measurement; Bayesian methods; Delay; Image sensors; Intelligent sensors; Sensor phenomena and characterization; Target tracking; Time measurement;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Pervasive Computing and Communications Workshops (PERCOM Workshops), 2010 8th IEEE International Conference on
  • Conference_Location
    Mannheim
  • Print_ISBN
    978-1-4244-6605-4
  • Electronic_ISBN
    978-1-4244-6606-1
  • Type

    conf

  • DOI
    10.1109/PERCOMW.2010.5470609
  • Filename
    5470609