Simple model for 1/f(alpha) noise.

We present a simple stochastic mechanism which generates pulse trains exhibiting a power-law distribution of the pulse intervals and a 1/f(alpha) power spectrum over several decades at low frequencies with alpha close to 1. The essential ingredient of our model is a fluctuating threshold which performs a Brownian motion. Whenever an increasing potential V(t) hits the threshold, V(t) is reset to the origin and a pulse is emitted. We show that if V(t) increases linearly in time, the pulse intervals can be approximated by a random walk with multiplicative noise. Our model agrees with recent experiments in neurobiology and explains the high interpulse interval variability and the occurrence of 1/f(alpha) noise observed in cortical neurons and earthquake data.

[1]  M. Nakao,et al.  Counting statistics of 1/f fluctuations in neuronal spike trains , 1990, Biological Cybernetics.

[2]  Malte Meesmann,et al.  Further study on 1/f fluctuations observed in central single neurons during REM sleep , 2004, Biological Cybernetics.

[3]  M. Nakao,et al.  An interpretation of 1/f fluctuations in neuronal spike trains during dream sleep , 2004, Biological Cybernetics.

[4]  Schuster,et al.  1/f(alpha) noise from self-organized critical models with uniform driving , 2000, Physical review. E, Statistical physics, plasmas, fluids, and related interdisciplinary topics.

[5]  S. Bezrukov,et al.  Examining noise sources at the single-molecule level: 1/f noise of an open maltoporin channel. , 2000, Physical review letters.

[6]  Sasuke Miyazima,et al.  Fluctuation of biological rhythm in finger tapping , 2000 .

[7]  C. Gray,et al.  Cellular Mechanisms Contributing to Response Variability of Cortical Neurons In Vivo , 1999, The Journal of Neuroscience.

[8]  B. Kaulakys,et al.  MODELING 1/F NOISE , 1998, adap-org/9812003.

[9]  A. Fuliński Active Transport in Biological Membranes and Stochastic Resonances , 1997 .

[10]  Hans G. Feichtinger,et al.  Analysis, Synthesis, and Estimation of Fractal-Rate Stochastic Point Processes , 1997, adap-org/9709006.

[11]  Akio Nakahara,et al.  1/f α density fluctuation at the slugging transition point of granular flows through a pipe , 1997 .

[12]  M. Teich,et al.  Fractal character of the neural spike train in the visual system of the cat. , 1997, Journal of the Optical Society of America. A, Optics, image science, and vision.

[13]  Robert G. Turcott,et al.  Temporal correlation in cat striate-cortex neural spike trains , 1996 .

[14]  D L Gilden,et al.  1/f noise in human cognition. , 1995, Science.

[15]  Usher,et al.  Dynamic pattern formation leads to 1/f noise in neural populations. , 1995, Physical review letters.

[16]  M. Teich,et al.  Fractal patterns in auditory nerve-spike trains , 1994, IEEE Engineering in Medicine and Biology Magazine.

[17]  Christof Koch,et al.  Cortical Cells Should Fire Regularly, But Do Not , 1999, Neural Computation.

[18]  Mitsuaki Yamamoto,et al.  Slow fluctuations of single unit activities of hippocampal and thalamic neurons in cats. I. Relation to natural sleep and alert states , 1989, Brain Research.

[19]  M. Teich,et al.  Fractal character of the auditory neural spike train , 1988, IEEE Transactions on Biomedical Engineering.

[20]  Mitsuaki Yamamoto,et al.  Markov-dependency and spectral analyses on spike-counts in mesencephalic reticular neurons during sleep and attentive states , 1986, Brain Research.

[21]  M. Yamamoto,et al.  Stochastic properties of spontaneous unit discharges in somatosensory cortex and mesencephalic reticular formation during sleep-waking states. , 1983, Journal of neurophysiology.

[22]  R. Voss,et al.  ’’1/f noise’’ in music: Music from 1/f noise , 1978 .

[23]  T. Musha,et al.  The 1/f Fluctuation of a Traffic Current on an Expressway , 1976 .

[24]  R. Voss,et al.  ‘1/fnoise’ in music and speech , 1975, Nature.

[25]  Jay M. Berger,et al.  A New Model for Error Clustering in Telephone Circuits , 1963, IBM J. Res. Dev..