DocumentCode :
3349432
Title :
Regularity and identifiability in MIMO systems
Author :
Moore, Terrence J. ; Sadler, Brian M. ; Kozick, Richard J.
Author_Institution :
Army Res. Lab., Adelphi, MD, USA
fYear :
2002
fDate :
4-6 Aug. 2002
Firstpage :
298
Lastpage :
302
Abstract :
We study regularity issues in finite impulse response (FIR) multi-input multi-output (MIMO) systems with additive noise, and with deterministic channel coefficients and sources. In the blind scenario, the model is rich with cross-related ambiguities, resulting in a singular Fisher information matrix (FIM). It is shown that the space of the FIM has dimension of at least the number of sources squared, and necessary and sufficient conditions for the system to attain this minimum ity are given. In addition, we show how the minimal set of known parameters must be specified to obtain a full rank FIM, and, thus, a valid and meaningful Crame´r-Rao bound.
Keywords :
MIMO systems; channel estimation; matrix algebra; random noise; signal processing; transient response; Cramer-Rao bound; FIR systems; MIMO systems; additive noise; blind estimation; channel estimation; channel identifiability; cross-related ambiguities; deterministic channel coefficients; finite impulse response systems; multi-input multi-output systems; regularity issues; signal processing; singular Fisher information matrix; sources; Additive noise; Baseband; Context modeling; Finite impulse response filter; Gaussian noise; Laboratories; MIMO; Null space; Signal processing; Sufficient conditions;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Sensor Array and Multichannel Signal Processing Workshop Proceedings, 2002
Print_ISBN :
0-7803-7551-3
Type :
conf
DOI :
10.1109/SAM.2002.1191048
Filename :
1191048
Link To Document :
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