Title :
Detection of transient signals by wavelet packet transform and stochastic resonance
Author :
Dutta, Aparna ; Anand, G.V.
Author_Institution :
Dept. of Electr. Commun. Eng., Indian Inst. of Sci., Bangalore, India
Abstract :
The problem of detecting an unknown transient signal in noise is considered. The observed data is first, quantized by a symmetric quantizer. By an optimum matching of the quantizer thresholds to the noise probability density function, the signal-to-noise ratio in the data is enhanced by the phenomenon of stochastic resonance. The output of the stochastic resonator (optimal quantizer) is then transformed using a translation-invariant wavelet packet transform (TIWPT). The magnitude of the maximum magnitude coefficient, in the entire TI-WPT decomposition is used as the test-statistic. Simulation results are presented to show that, at very low SNRs, the TIWPT detector preceded by the stochastic resonator gives a much better detection performance than a detector based on the TIWPT alone.
Keywords :
probability; quantisation (signal); resonance; signal detection; statistical analysis; stochastic processes; wavelet transforms; noise probability density function; signal decomposition; signal quantization; signal-to-noise ratio; stochastic resonance; transient signal detection; translation-invariant wavelet packet transform; Signal detection; Stochastic resonance; Wavelet packets; Wavelet transforms;
Conference_Titel :
TENCON 2004. 2004 IEEE Region 10 Conference
Print_ISBN :
0-7803-8560-8
DOI :
10.1109/TENCON.2004.1414404