TY - GEN
T1 - Asymptotic efficiency of distributed estimation from constant modulus sensor transmissions
AU - Tepedelenlioglu, Cihan
AU - Banavar, Mahesh K.
AU - Spanias, Andreas
PY - 2010/12/1
Y1 - 2010/12/1
N2 - A distributed estimation problem using sensor networks is considered. A parameter is observed in noise by sensors, phase-modulated using complex exponentials and transmitted over a Gaussian multiple-access channel to a fusion center. The received signal is used to estimate the parameter under observation. The system is evaluated using the asymptotic variance of the estimate. The relationship between the Fisher information and the characteristic function is presented and used to show that the estimator is efficient if and only if the sensing noise is Gaussian.
AB - A distributed estimation problem using sensor networks is considered. A parameter is observed in noise by sensors, phase-modulated using complex exponentials and transmitted over a Gaussian multiple-access channel to a fusion center. The received signal is used to estimate the parameter under observation. The system is evaluated using the asymptotic variance of the estimate. The relationship between the Fisher information and the characteristic function is presented and used to show that the estimator is efficient if and only if the sensing noise is Gaussian.
KW - Fisher information
KW - asymptotic efficiency
KW - characteristic function
KW - distributed estimation
KW - wireless sensor network
UR - http://www.scopus.com/inward/record.url?scp=79957985145&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=79957985145&partnerID=8YFLogxK
U2 - 10.1109/ACSSC.2010.5757892
DO - 10.1109/ACSSC.2010.5757892
M3 - Conference contribution
AN - SCOPUS:79957985145
SN - 9781424497218
T3 - Conference Record - Asilomar Conference on Signals, Systems and Computers
SP - 1827
EP - 1831
BT - Conference Record of the 44th Asilomar Conference on Signals, Systems and Computers, Asilomar 2010
T2 - 44th Asilomar Conference on Signals, Systems and Computers, Asilomar 2010
Y2 - 7 November 2010 through 10 November 2010
ER -