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
Link To Document