TY - GEN
T1 - Censoring for improved performance of distributed detection in wireless sensor networks
AU - Seddik, Karim G.
AU - Sultan, Ahmed K.
AU - El-Sherif, Amr A.
N1 - Generated from Scopus record by KAUST IRTS on 2023-09-22
PY - 2011/9/16
Y1 - 2011/9/16
N2 - In this paper, we consider the problem of binary hypothesis testing for distributed detection in wireless sensor networks in which a transmission censoring scheme is employed. The sensor nodes transmit binary decisions to the fusion center (FC) for final decision making. Sensor nodes with unreliable observation samples censor transmission to FC. By having two thresholds at each sensor node, a sensor node censors transmission if its log-likelihood ratio (LLR) falls between the two thresholds, whereas the more informative sensor nodes transmit their decisions to the FC. In this case of censoring some of the less-informative sensor nodes, and under our system model assumptions, we demonstrate that censoring can lower the probability of error at FC even if there is enough power and rate to support the transmissions of the less-informative sensor nodes. © 2011 IEEE.
AB - In this paper, we consider the problem of binary hypothesis testing for distributed detection in wireless sensor networks in which a transmission censoring scheme is employed. The sensor nodes transmit binary decisions to the fusion center (FC) for final decision making. Sensor nodes with unreliable observation samples censor transmission to FC. By having two thresholds at each sensor node, a sensor node censors transmission if its log-likelihood ratio (LLR) falls between the two thresholds, whereas the more informative sensor nodes transmit their decisions to the FC. In this case of censoring some of the less-informative sensor nodes, and under our system model assumptions, we demonstrate that censoring can lower the probability of error at FC even if there is enough power and rate to support the transmissions of the less-informative sensor nodes. © 2011 IEEE.
UR - http://ieeexplore.ieee.org/document/5990390/
UR - http://www.scopus.com/inward/record.url?scp=80052691196&partnerID=8YFLogxK
U2 - 10.1109/SPAWC.2011.5990390
DO - 10.1109/SPAWC.2011.5990390
M3 - Conference contribution
SN - 9781424493326
SP - 181
EP - 185
BT - IEEE Workshop on Signal Processing Advances in Wireless Communications, SPAWC
ER -