Multiscaled randomness: A possible source of 1/fnoise in biology
- 1 August 1996
- journal article
- research article
- Published by American Physical Society (APS) in Physical Review E
- Vol. 54 (2) , 2154-2157
- https://doi.org/10.1103/physreve.54.2154
Abstract
We evaluate the possibility that the 1/f fluctuations observed in many biological time series result simply from the fact that biological processes have many inputs with differing time scales. We present a stochastic model whose output is the summation of multiple random inputs (i.e., different regulatory mechanisms). We derive the conditions under which the model reproduces the complex fluctuations and 1/f scaling observed in biological systems. Simulations demonstrate that if model parameters are unconstrained, the likelihood of generating 1/f noise is quite small. Thus, while the model can be used to generate 1/ noise with various scaling exponents, it is unlikely that the 1/f behavior observed in many biological systems is due only to the fact that these systems are regulated by many different inputs acting on different time scales. © 1996 The American Physical Society.
Keywords
This publication has 15 references indexed in Scilit:
- 1/ f Noise in Human CognitionScience, 1995
- Is walking a random walk? Evidence for long-range correlations in stride interval of human gaitJournal of Applied Physiology, 1995
- Avalanches and power-law behaviour in lung inflationNature, 1994
- Long-range anticorrelations and non-Gaussian behavior of the heartbeatPhysical Review Letters, 1993
- Complex fractal dimension of the bronchial treePhysical Review Letters, 1991
- Self-affine growth of bacterial coloniesPhysica A: Statistical Mechanics and its Applications, 1990
- Physical mechanisms underlying neurite outgrowth: A quantitative analysis of neuronal shapePhysical Review Letters, 1990
- Fractal character of the auditory neural spike trainIEEE Transactions on Biomedical Engineering, 1989
- Fractal analysis of a voltage-dependent potassium channel from cultured mouse hippocampal neuronsBiophysical Journal, 1987
- 1/f Fluctuation of Heartbeat PeriodIEEE Transactions on Biomedical Engineering, 1982