• DocumentCode
    2476517
  • Title

    On Clock Offset Estimation in Wireless Sensor Networks with Weibull Distributed Network Delays

  • Author

    Ahmad, Aitzaz ; Noor, Amina ; Serpedin, Erchin ; Nounou, Hazem ; Nounou, Mohamed

  • Author_Institution
    Dept. of Electr. & Comput. Eng., Texas A&.M Univ., College Station, TX, USA
  • fYear
    2010
  • fDate
    23-26 Aug. 2010
  • Firstpage
    2322
  • Lastpage
    2325
  • Abstract
    We consider the problem of Maximum Likelihood (ML) estimation of clock parameters in a two-way timing exchange scenario where the random delays assume a Weibull distribution, which represents a more generalized model. The ML estimate of the clock offset for the case of exponential distribution was obtained earlier. Moreover, it was reported that when the fixed delay is known, MLE is not unique. We determine the uniformly minimum variance unbiased (UMVU) estimators for exponential distribution under such a scenario and produce biased estimators having lower MSE than UMVU for all values of clock offset. We then consider the case when shape parameter is greater than one and reduce the corresponding optimization problems to their equivalent convex forms, thus guaranteeing convergence to a global minimum.
  • Keywords
    Weibull distribution; clocks; exponential distribution; maximum likelihood estimation; wireless sensor networks; Weibull distributed network delays; Weibull distribution; clock offset estimation; clock parameter; exponential distribution; maximum likelihood estimation; random delays; two-way timing exchange scenario; uniformly minimum variance unbiased estimator; wireless sensor network; Clocks; Delay; Maximum likelihood estimation; Shape; Synchronization; Wireless sensor networks; Sensor networks; clock synchronization; estimation;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Pattern Recognition (ICPR), 2010 20th International Conference on
  • Conference_Location
    Istanbul
  • ISSN
    1051-4651
  • Print_ISBN
    978-1-4244-7542-1
  • Type

    conf

  • DOI
    10.1109/ICPR.2010.568
  • Filename
    5595743