Mechanism of stochastic resonance enhancement in neuronal models driven by 1/f noise.

Noise can assist neurons in the detection of weak signals via a mechanism known as stochastic resonance (SR). In a previous study [Phys. Lett. A 243, 281 (1998)], we showed that when colored noise with 1/f(beta) spectrum is added to the FitzHugh-Nagumo (FHN) neuronal model, the optimal noise variance for SR could be minimized with beta approximately 1. In this study, we investigate analytically how the noise color (beta) affects the SR profile in a linearized version of the FHN model. We demonstrate that the aforementioned effect of 1/f noise is related to the dynamical characteristics of the model neuron, i.e., the refractory period, the low-pass filtering effect of the membrane capacitance, and the high-pass filtering effect of the recovery variable.

[1]  Catherine Nicolis,et al.  Stochastic aspects of climatic transitions—response to a periodic forcing , 1982 .

[2]  E. Evans,et al.  Enhancement of vowel coding for cochlear implants by addition of noise , 1996, Nature Medicine.

[3]  R. FitzHugh Impulses and Physiological States in Theoretical Models of Nerve Membrane. , 1961, Biophysical journal.

[4]  Ditto,et al.  Stochastic Resonance in a Neuronal Network from Mammalian Brain. , 1996, Physical review letters.

[5]  Richard L. Hughson,et al.  Extracting fractal components from time series , 1993 .

[6]  Malvin C. Teich Fractal character of the auditory neural spike train , 1989 .

[7]  Bruce J. West,et al.  Chaos and fractals in human physiology. , 1990, Scientific American.

[8]  Yanqing Chen,et al.  Long Memory Processes ( 1 / f α Type) in Human Coordination , 1997 .

[9]  F. Moss,et al.  Non-Dynamical Stochastic Resonance: Theory and Experiments with White and Arbitrarily Coloured Noise , 1995 .

[10]  Carson C. Chow,et al.  Aperiodic stochastic resonance. , 1996, Physical review. E, Statistical physics, plasmas, fluids, and related interdisciplinary topics.

[11]  A. Sutera,et al.  The mechanism of stochastic resonance , 1981 .

[12]  Frank Moss,et al.  Can colored noise improve stochastic resonance? , 1993 .

[13]  J. Collins,et al.  Random walking during quiet standing. , 1994, Physical review letters.

[14]  Thomas T. Imhoff,et al.  Noise-enhanced tactile sensation , 1996, Nature.

[15]  Frank Moss,et al.  STOCHASTIC RESONANCE: TUTORIAL AND UPDATE , 1994 .

[16]  A. Longtin Stochastic resonance in neuron models , 1993 .

[17]  Peter Grigg,et al.  Noise-mediated enhancements and decrements in human tactile sensation , 1997 .

[18]  Kurt Wiesenfeld,et al.  Stochastic resonance and the benefits of noise: from ice ages to crayfish and SQUIDs , 1995, Nature.

[19]  John P. Miller,et al.  Broadband neural encoding in the cricket cereal sensory system enhanced by stochastic resonance , 1996, Nature.

[20]  Peter Grigg,et al.  Effects of Colored Noise on Stochastic Resonance in Sensory Neurons , 1999 .

[21]  Carson C. Chow,et al.  Aperiodic stochastic resonance in excitable systems. , 1995, Physical review. E, Statistical physics, plasmas, fluids, and related interdisciplinary topics.

[22]  Wiesenfeld,et al.  Theory of stochastic resonance. , 1989, Physical review. A, General physics.

[23]  Bulsara,et al.  Time-interval sequences in bistable systems and the noise-induced transmission of information by sensory neurons. , 1991, Physical review letters.

[24]  Carson C. Chow,et al.  Stochastic resonance without tuning , 1995, Nature.

[25]  N. Wax,et al.  Selected Papers on Noise and Stochastic Processes , 1955 .

[26]  Daichi Nozaki,et al.  Enhancement of stochastic resonance in a FitzHugh-Nagumo neuronal model driven by colored noise , 1998 .

[27]  H. Kramers Brownian motion in a field of force and the diffusion model of chemical reactions , 1940 .

[28]  Jeffrey M. Hausdorff,et al.  Is walking a random walk? Evidence for long-range correlations in stride interval of human gait. , 1995, Journal of applied physiology.

[29]  Adi R. Bulsara,et al.  I/f noise in systems showing stochastic resonance , 1993 .

[30]  Wiesenfeld,et al.  Stochastic resonance on a circle. , 1994, Physical review letters.

[31]  Frank Moss,et al.  Noise enhancement of information transfer in crayfish mechanoreceptors by stochastic resonance , 1993, Nature.

[32]  Roy,et al.  Observation of stochastic resonance in a ring laser. , 1988, Physical review letters.

[33]  Frank Moss,et al.  Noise in human muscle spindles , 1996, Nature.

[34]  S. Yoshizawa,et al.  An Active Pulse Transmission Line Simulating Nerve Axon , 1962, Proceedings of the IRE.

[35]  Frank Moss,et al.  Stochastic Resonance in an Electronic FitzHugh‐Nagumo Model a , 1993 .

[36]  Adi R. Bulsara,et al.  Tuning in to Noise , 1996 .

[37]  Thomas T. Imhoff,et al.  Noise-enhanced information transmission in rat SA1 cutaneous mechanoreceptors via aperiodic stochastic resonance. , 1996, Journal of neurophysiology.

[38]  John G. Proakis,et al.  Probability, random variables and stochastic processes , 1985, IEEE Trans. Acoust. Speech Signal Process..

[39]  S. Fauve,et al.  Stochastic resonance in a bistable system , 1983 .

[40]  Thomas T. Imhoff,et al.  Using electrical noise to enhance the ability of humans to detect subthreshold mechanical cutaneous stimuli. , 1998, Chaos.