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13 October 2008A generic performance bound for node localization of wireless sensor networks
An effective evaluation criterion is necessary to investigate the performance of a localization algorithm for wireless
sensor networks. The Cramer-Rao Bound (CRB) is the lower bound of the localization error and can be applied as a
performance evaluation criterion of a localization algorithm. The CRB on estimation accuracy for both range-based and
range-free localization is studied. The CRB for range-based localization, which is suitable for different measurement
methods, is derived on the basis of Gaussian noise model. For the range-free localization, the condition of CRB and the
error distribution of the estimated distance which is computed by the average hop size and hop counter between nodes
are analyzed. The result reveals that the condition is satisfied when the node location is calculated by the estimated
distances. Subsequently the CRB for range-free localization is acquired. The localization accuracy of three typical
algorithms, AHLos, DV-distance and DV-hop, are analyzed by the simulation experiments. The results verify the CRBs
for both range-based and range-free localizations.
Ren-jian Feng,Jiang-wen Wan,Ning Yu, andWan-xing Ma
"A generic performance bound for node localization of wireless sensor networks", Proc. SPIE 7127, Seventh International Symposium on Instrumentation and Control Technology: Sensors and Instruments, Computer Simulation, and Artificial Intelligence, 71272P (13 October 2008); https://doi.org/10.1117/12.806836
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Ren-jian Feng, Jiang-wen Wan, Ning Yu, Wan-xing Ma, "A generic performance bound for node localization of wireless sensor networks," Proc. SPIE 7127, Seventh International Symposium on Instrumentation and Control Technology: Sensors and Instruments, Computer Simulation, and Artificial Intelligence, 71272P (13 October 2008); https://doi.org/10.1117/12.806836