Statistical analysis of stochastic resonance in a simple setting

Priscilla E. Greenwood, Lawrence M. Ward, and Wolfgang Wefelmeyer
Phys. Rev. E 60, 4687 – Published 1 October 1999
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Abstract

A subthreshold signal may be detected if noise is added to the data. We study a simple model, consisting of a constant signal to which at uniformly spaced times independent and identically distributed noise variables with known distribution are added. A detector records the times at which the noisy signal exceeds a threshold. There is an optimal noise level, called stochastic resonance. We explore the detectability of the signal in a system with one or more detectors, with different thresholds. We use a statistical detectability measure, the asymptotic variance of the best estimator of the signal from the thresholded data, or equivalently, the Fisher information in the data. In particular, we determine optimal configurations of detectors, varying the distances between the thresholds and the signal, as well as the noise level. The approach generalizes to nonconstant signals.

  • Received 11 December 1998

DOI:https://doi.org/10.1103/PhysRevE.60.4687

©1999 American Physical Society

Authors & Affiliations

Priscilla E. Greenwood*,†

  • Department of Mathematics, University of British Columbia, Vancouver, British Columbia, Canada V6T 1Z2

Lawrence M. Ward‡,§

  • Department of Psychology, University of British Columbia, Vancouver, British Columbia, Canada V6T 1Z4

Wolfgang Wefelmeyer∥,¶

  • FB 6 Mathematics, University of Siegen, 57068 Siegen, Germany

  • *Electronic address: pgreenw@math.ubc.ca
  • URL: http://www.math.ubc.ca/people/faculty/pgreenw/pgreenw.html
  • Electronic address: lward@cortex.psych.ubc.ca
  • §URL: http://www.psych.ubc.ca/∼ ward/personnel/ward/
  • Electronic address: wefelmeyer@mathematik.uni-siegen.de
  • URL: http://www.math.uni-siegen.de/statistik/wefelmeyer.html

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Vol. 60, Iss. 4 — October 1999

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