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Phys. Rev. E 54, 2154–2157 (1996)

Multiscaled randomness: A possible source of 1/f noise in biology

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Jeffrey M. Hausdorff and C.-K. Peng
Gerontology Division, Beth Israel Hospital and Division on Aging, Harvard Medical School, Boston, Massachusetts 02215
Cardiovascular Division, Beth Israel Hospital, Harvard Medical School, Boston, Massachusetts 02215
Center for Polymer Studies and Department of Physics, Boston University, Boston, Massachusetts 02215

Received 13 November 1995; published in the issue dated August 1996

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/fβ 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.

© 1996 The American Physical Society

URL:
http://link.aps.org/doi/10.1103/PhysRevE.54.2154
DOI:
10.1103/PhysRevE.54.2154
PACS:
87.10.+e, 05.40.+j