Abstract
We investigate if known extrinsic and intrinsic factors fully account for the complex features observed in recordings of human activity as measured from forearm motion in subjects undergoing their regular daily routine. We demonstrate that the apparently random forearm motion possesses dynamic patterns characterized by robust scale-invariant and nonlinear features. These patterns remain stable from one subject to another and are unaffected by changes in the average activity level that occur within individual subjects throughout the day and on different days of the week, since they persist during daily routine and when the same subjects undergo time-isolation laboratory experiments designed to account for the circadian phase and to control the known extrinsic factors. Further, by modeling the scheduled events imposed throughout the laboratory protocols, we demonstrate that they cannot account for the observed scaling patterns in activity fluctuations. We attribute these patterns to a previously unrecognized intrinsic nonlinear multi-scale control mechanism of human activity that is independent of known extrinsic factors such as random and scheduled events, as well as the known intrinsic factors which possess a single characteristic time scale such as circadian and ultradian rhythms.
| Original language | English (US) |
|---|---|
| Pages (from-to) | 307-318 |
| Number of pages | 12 |
| Journal | Physica A: Statistical Mechanics and its Applications |
| Volume | 337 |
| Issue number | 1-2 |
| DOIs | |
| State | Published - Jun 1 2004 |
| Externally published | Yes |
Funding
We are grateful to M. Casa, F. Ding, A. L. Goldberger, and A. White for helpful discussions. We also thank C. Arrabito and F. Bell from the Research and Development Department of Mini-Mitter Corporation for discussions on the technical specifications of the Actiwatch. This work was supported by NIH grants HL01016, HL64815 and HL071972, NIH/National Center for Research Resources and NSF.
| Funders | Funder number |
|---|---|
| Author National Science Foundation National Science Foundation National Institutes of Health National Institutes of Health National Institutes of Health National Institutes of Health National Science Foundation National Science Foundation | |
| Author National Institutes of Health National Institutes of Health National Institutes of Health National Institutes of Health The Bev Hartig Huntington's Disease Foundation National Institutes of Health | HL64815, HL071972, HL01016 |
| National Institute of Health National Heart, Lung, and Blood Institute | K24HL076446 |
| National Center for Research Resources |
Keywords
- Activity
- Circadian rhythm
- Fractal
- Multi-scale regulation
- Self-similar
ASJC Scopus subject areas
- Statistical and Nonlinear Physics
- Statistics and Probability
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