Literature DB >> 19054725

Stochastic resonance in continuous and spiking neuron models with levy noise.

Ashok Patel1, Bart Kosko.   

Abstract

Levy noise can help neurons detect faint or subthreshold signals. Levy noise extends standard Brownian noise to many types of impulsive jump-noise processes found in real and model neurons as well as in models of finance and other random phenomena. Two new theorems and the ItO calculus show that white Levy noise will benefit subthreshold neuronal signal detection if the noise process's scaled drift velocity falls inside an interval that depends on the threshold values. These results generalize earlier "forbidden interval" theorems of neuronal "stochastic resonance" (SR) or noise-injection benefits. Global and local Lipschitz conditions imply that additive white Levy noise can increase the mutual information or bit count of several feedback neuron models that obey a general stochastic differential equation (SDE). Simulation results show that the same noise benefits still occur for some infinite-variance stable Levy noise processes even though the theorems themselves apply only to finite-variance Levy noise. The proves the two ItO-theoretic lemmas that underlie the new Levy noise-benefit theorems.

Mesh:

Year:  2008        PMID: 19054725     DOI: 10.1109/TNN.2008.2005610

Source DB:  PubMed          Journal:  IEEE Trans Neural Netw        ISSN: 1045-9227


  4 in total

1.  Aperiodic stochastic resonance in neural information processing with Gaussian colored noise.

Authors:  Yanmei Kang; Ruonan Liu; Xuerong Mao
Journal:  Cogn Neurodyn       Date:  2020-09-18       Impact factor: 3.473

2.  Improvement of signal-to-noise ratio in parallel neuron arrays with spatially nearest neighbor correlated noise.

Authors:  Tianquan Feng; Qingrong Chen; Ming Yi; Zhongdang Xiao
Journal:  PLoS One       Date:  2018-07-18       Impact factor: 3.240

3.  Noise Enhanced Signal Detection of Variable Detectors under Certain Constraints.

Authors:  Ting Yang; Shujun Liu; Wenguo Liu; Jishun Guo; Pin Wang
Journal:  Entropy (Basel)       Date:  2018-06-17       Impact factor: 2.524

4.  Control of noise-induced coherent oscillations in three-neuron motifs.

Authors:  Florian Bönsel; Patrick Krauss; Claus Metzner; Marius E Yamakou
Journal:  Cogn Neurodyn       Date:  2021-12-23       Impact factor: 3.473

  4 in total

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