Title :
Some Results on Stochastic Resonance in One-Bit Quantizers
Author :
Talebi, Farzad ; Tabatabavakili, Vahid ; Adibi, Mehdi
Author_Institution :
Dept. of Electr. Eng., Iran Univ. of Sci. & Technol., Tehran, Iran
Abstract :
Stochastic Resonance (SR) is a phenomenon that occurs in certain non-linear systems in which noise can be used to improve the system response [L. Gammaitoni, 1998]. A recent approach to quantizer design has employed Stochastic Resonance by randomizing the threshold of the quantizer (Stochastic Thresholding). Stochastic Thresholding has shown a good performance in detection of weak signals buried in heavy noise even in -50 dB SNR. In fact, Stochastic Thresholding helps ML estimation by some Fisher Information gain given in the quantizer. Driven by this motivation, in this paper we obtain new results on Stochastic Resonance in one-bit quantizers. Also, some discussions on threshold Probability Distribution Function (PDF) especially on the relation of the mean and the variance of PDF with a constant signal which we intend to estimate are implemented.
Keywords :
Weibull distribution; quantisation (signal); resonance; stochastic processes; Fisher information gain; noise figure -50 dB; nonlinear systems; one-bit quantizers; stochastic resonance; stochastic thresholding; system response; threshold probability distribution function; Additive white noise; Analysis of variance; Information analysis; Maximum likelihood estimation; Signal analysis; Signal detection; Signal processing; Stochastic processes; Stochastic resonance; Strontium; Fisher Information; One-bit Quantizers; Stochastic Thresholding; Weibull distribution;
Conference_Titel :
Signal Processing and Communications, 2007. ICSPC 2007. IEEE International Conference on
Conference_Location :
Dubai
Print_ISBN :
978-1-4244-1235-8
Electronic_ISBN :
978-1-4244-1236-5
DOI :
10.1109/ICSPC.2007.4728322