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Modeling napping, post-lunch dip, and other variations in human sleep propensity
Frederik Bes1, Marc Jobert, Hartmut Schulz
1Embla Systems, Amsterdam, The Netherlands. erik.bes@embla.com
Sleep
|March 20, 2009
Summary
This study models sleep propensity (SP) as a continuous 24-hour variable using a new multiplicative model of homeostatic and circadian sleep drives. The model accurately predicts key SP patterns, including the post-noon dip and early evening trough.
Area of Science:
- Chronobiology
- Sleep Science
- Mathematical Modeling
Background:
- Sleep propensity (SP) exhibits significant 24-hour variations, including a post-noon dip and an early evening trough.
- Existing models often treat SP as discrete or do not fully capture its continuous nature across the day.
Purpose of the Study:
- To develop a continuous 24-hour model of sleep propensity (SP).
- To specifically model the post-noon nap zone and the early evening SP trough.
- To investigate the interaction between homeostatic and circadian sleep drives.
Main Methods:
- A modified 2-process model was employed, replacing the circadian threshold process with REM sleep propensity (R).
- Sleep propensity (SP) was modeled as a multiplicative interaction between homeostatic sleep drive (S) and circadian drive (R): SP = S x R.
- Model parameters were estimated using experimental data.
Main Results:
- The model predicts a 24-hour SP profile with a major nighttime peak, a secondary post-noon peak, and two local minima in the morning and early evening.
- Simulations showed that the post-noon nap zone's magnitude is influenced by the timing of nighttime sleep.
- The early evening SP trough remained stable across simulated sleep timing variations.
Conclusions:
- Sleep propensity can be effectively modeled as a continuous variable through the multiplicative interaction of homeostatic (S) and circadian (R) drives.
- The developed model aligns with observed variations in 24-hour sleep propensity patterns.
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