Title :
On the Estimation of Quantizer Reconstruction Levels
Author :
Lundin, Henrik ; Skoglund, Mikael ; Händel, Peter
Author_Institution :
KTH Signals, Sensors & Syst., R. Inst. of Technol., Stockholm
Abstract :
We consider the problem of estimating the optimal reconstruction levels of a quantizer such as an analog-to-digital converter. A probabilistic transfer function model is applied for the quantizer. Two different assumptions are made for the transfer function, and an estimator based on order statistics is applied. The estimator turns out to give better results in terms of mean square error than the commonly applied sample mean. The Cramer-Rao lower bound for the estimation problem is also considered, and simulation results indicate that the derived estimator is asymptotically efficient
Keywords :
estimation theory; mean square error methods; probability; quantisation (signal); signal reconstruction; transfer functions; Cramer-Rao lower bound; analog-to-digital converter; mean square error; optimal reconstruction levels; probabilistic transfer function model; quantizer reconstruction level estimation; Analog-digital conversion; Mean square error methods; Statistics; Transfer functions; Analog-to-digital converter; Cramér-Rao lower bound; Quantizer; characterization; estimation;
Conference_Titel :
Instrumentation and Measurement Technology Conference, 2005. IMTC 2005. Proceedings of the IEEE
Conference_Location :
Ottawa, Ont.
Print_ISBN :
0-7803-8879-8
DOI :
10.1109/IMTC.2005.1604088