TY - GEN
T1 - A sufficient condition for optimality of digital versus analog relaying in a sensor network
AU - Ps, Chandrashekhar Thejaswi
AU - Cochran, Douglas
AU - Zhang, Junshan
PY - 2009
Y1 - 2009
N2 - This paper compares the efficacy of digital versus analog relaying in a sensor network when the ultimate goal is detection. A simplified scenario is considered in which a binary decision is to be made at a fusion center based on data it receives from a single sensor. The sensor computes a statistic corresponding to its observations and forwards it over a noisy channel to the fusion center. Two relay schemes: "estimate-and-forward" (analog relaying) and "detect-and-forward" (digital relaying) are compared, in terms of the ultimate detection performance they support at the fusion center. With this performance criterion, the relative merit of the two schemes is shown to depend on the observation SNR at the sensor and the SNR of the communication link connecting the sensor and the fusion center. A sufficient condition, in terms of these SNRs, for the superiority of digital relaying over analog relaying is derived for this simple network model.
AB - This paper compares the efficacy of digital versus analog relaying in a sensor network when the ultimate goal is detection. A simplified scenario is considered in which a binary decision is to be made at a fusion center based on data it receives from a single sensor. The sensor computes a statistic corresponding to its observations and forwards it over a noisy channel to the fusion center. Two relay schemes: "estimate-and-forward" (analog relaying) and "detect-and-forward" (digital relaying) are compared, in terms of the ultimate detection performance they support at the fusion center. With this performance criterion, the relative merit of the two schemes is shown to depend on the observation SNR at the sensor and the SNR of the communication link connecting the sensor and the fusion center. A sufficient condition, in terms of these SNRs, for the superiority of digital relaying over analog relaying is derived for this simple network model.
KW - Analog/digital relays
KW - Hypothesis-testing
KW - Sensor networks
KW - Signal-to-noise ratio
UR - http://www.scopus.com/inward/record.url?scp=70349696513&partnerID=8YFLogxK
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U2 - 10.1109/CISS.2009.5054717
DO - 10.1109/CISS.2009.5054717
M3 - Conference contribution
SN - 9781424427345
T3 - Proceedings - 43rd Annual Conference on Information Sciences and Systems, CISS 2009
SP - 202
EP - 206
BT - Proceedings - 43rd Annual Conference on Information Sciences and Systems, CISS 2009
T2 - 43rd Annual Conference on Information Sciences and Systems, CISS 2009
Y2 - 18 March 2009 through 20 March 2009
ER -