Noise-Improved Signal Detection in Nonlinear Threshold Systems
Commenced in January 2007
Frequency: Monthly
Edition: International
Paper Count: 32807
Noise-Improved Signal Detection in Nonlinear Threshold Systems

Authors: Youguo Wang, Lenan Wu

Abstract:

We discuss the signal detection through nonlinear threshold systems. The detection performance is assessed by the probability of error Per . We establish that: (1) when the signal is complete suprathreshold, noise always degrades the signal detection both in the single threshold system and in the parallel array of threshold devices. (2) When the signal is a little subthreshold, noise degrades signal detection in the single threshold system. But in the parallel array, noise can improve signal detection, i.e., stochastic resonance (SR) exists in the array. (3) When the signal is predominant subthreshold, noise always can improve signal detection and SR always exists not only in the single threshold system but also in the parallel array. (4) Array can improve signal detection by raising the number of threshold devices. These results extend further the applicability of SR in signal detection.

Keywords: Probability of error, signal detection, stochasticresonance, threshold system.

Digital Object Identifier (DOI): doi.org/10.5281/zenodo.1081779

Procedia APA BibTeX Chicago EndNote Harvard JSON MLA RIS XML ISO 690 PDF Downloads 1390

References:


[1] B. McNamara, K. Wiesenfeld, "Theory of stochastic resonance," Physical Review A, vol. 39, pp. 4854-4869, 1989.
[2] A. Restrepo, L. F. Zuluaga, L. E. Pino, "Optimal noise levels for stochastic resonance," 1997 IEEE International Conference on Acoustics, Speech, and Signal Processing, vol. 3, pp. 1617-1620, 1997.
[3] B. Kosko, S. Mitaim, "Stochastic resonance in noisy threshold neurons," Neural Networks, vol. 16, pp. 755-761, 2003.
[4] A. Das, N. G. Stocks, A. Nikitin, and E. L. Hines, "Quantifying stochastic resonance in a single threshold detector for random aperiodic signals," Fluctuation and Noise Letters, vol. 4, no. 2, L247-L265, 2004.
[5] N. G. Stocks, "Supra-threshold stochastic resonance in multilevel threshold systems," Physical Review Letters, vol. 84, pp. 2310-2313, 2000.
[6] N. G. Stocks, "Information transmission in parallel threshold arrays: supra-threshold stochastic resonance," Physical Review E, vol. 63, pp. 041114, 2001.
[7] N. G. Stocks, "Supra-threshold stochastic resonance: an exact result for uniformly distributed signal and noise," Physics Letters A, vol. 279, pp. 308-312, 2001.
[8] D. Rousseau, F. Duan, and F. Chapeau-Blondeau, "Supra-threshold stochastic resonance and noise-enhanced Fisher information in an arrays of threshold devices," Physical Review E, vol. 68, pp. 031107, 2003.
[9] D. Rousseau, F. Chapeau-Blondeau, "Supra-threshold stochastic resonance and signal-to-noise ratio improvement in arrays of comparators," Physics Letters A, vol. 321, pp. 280-290, 2004.
[10] Mark D. Mcdonnell, Derek Abbott, "A characterization of supra-threshold stochastic resonance in an array of comparators by correlation coefficient," Fluctuation and Noise Letters, vol. 2, no. 3, pp. 213-228, 2002.
[11] N. G. Stocks, R. Mannella, "Generic noise-enhanced coding in neuronal arrays," Physical Review E, vol. 64, pp. 030902(R), 2001.
[12] N. G. Stocks, Optimizing information transmission in model neuronal ensembles: the role of internal noise, Stochastic Processes in Physics, Chemistry, and Biology, Edited by J. A.. Freund, Th, Pöschel, Lecture Notes in Physics, 557(2000)150.
[13] S. Zozor, P.-O.Amblard, "On the use of stochastic in sine detection," Signal Processing, vol. 82, no. 3, pp. 353-367, 2002
[14] S. Kay, "Can detectability be improved by adding noise?" IEEE Signal Processing Letters, vol. 7, pp. 8-10, 2000.
[15] Hu Gang, Gong De-chun, Wen Xiao-dong, Yang Chun-yun, Qing Guang-rong, and Li Rong, "Stochastic resonance in a nonlinear system driven by an a-periodic force," Physical Review A, vol. 46, pp. 3250-3254, 1992.
[16] M. E. Inchiosa, A. R. Bulsara, "Signal detection statistics of stochastic resonators," Physical Review E, vol. 53, pp. 2021-2024, 1996.
[17] F. Chapeau-Blondeau, "Stochastic resonance for an optimal detector with phase noise," Signal Processing, vol. 83, pp. 665-670, 2003.
[18] B. Kosko, S. Mitain; "Robust stochastic resonance: signal detection and adaptation in impulsive noise," Physical Review E, vol. 64, pp. 051110,1-11, 2001.
[19] V.Galdi, V. Pierro, I. M. Pinto, "Evaluation of stochastic-resonance-based detectors of weak harmonic signals in additive white Gaussian noise," Physical Review E, vol. 57, pp. 6470-6479, 1998.
[20] A. Saha, G.V. Anand, "Design of detectors based on stochastic resonance," Signal Processing, vol. 83, pp. 1193-1212, 2003
[21] Youguo Wang, Lenan Wu, "Stochastic resonance in nonlinear signal detection," to be published.