Title :
Reputation-based sensing reliability assurance in wireless sensor networks
Author :
Xue Wang ; Liang Ding ; Sheng Wang
Author_Institution :
Dept. of Precision Instrum., Tsinghua Univ., Beijing, China
Abstract :
Sensing reliability is an important issue in wireless sensor networks because of the generally existing failures of sensor nodes. In this paper, we design a reputation-based method to assure sensing reliability for acoustic target location estimation. Sensor reputation is defined here as the probability that a node´s measurement is trustable, i.e., reputation actually represents the sensing reliability of a node. Our method has two phases, namely local estimation (LE) and global estimation (GE). In LE phase, sink node randomly selects subsets of sensor nodes and roughly localizes the target for each drawn subset by a simple reputation-weighted approach. And then in GE phase, LE results are examined by the fast minimum covariance determinant estimator (fast-MCD) to filter unreliable results and accurately evaluate the target location. The measurement error of each sensor then can be estimated and used to update node reputation by the Dirichlet process. We evaluate the performance of the proposed method by stimulation. The results verify that our method can effectively reduce the impact of unreliable measurements in the presence of failures and improve the estimation accuracy of target location.
Keywords :
acoustic signal processing; covariance analysis; measurement errors; object detection; telecommunication network reliability; wireless sensor networks; Dirichlet process; acoustic target location estimation; fast minimum covariance determinant estimator; global estimation phase; local estimation phase; measurement error; reputation-based sensing reliability assurance; reputation-weighted approach; sensor node failure; wireless sensor networks; Acoustic measurements; Acoustic sensors; Filters; Instrumentation and measurement; Instruments; Laboratories; Peer to peer computing; Phase estimation; Pollution measurement; Wireless sensor networks; fast-MCD; reputation system; sensing reliability; target localization; wireless sensor networks;
Conference_Titel :
Instrumentation and Measurement Technology Conference, 2009. I2MTC '09. IEEE
Conference_Location :
Singapore
Print_ISBN :
978-1-4244-3352-0
DOI :
10.1109/IMTC.2009.5168413