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A model of human sleep homeostasis based on EEG slow-wave activity: Quantitative comparison of data and simulations
Abstract
EEG slow-wave activity (SWA; spectral power in the 0.75-4.5 Hz band) is a function of the duration of prior waking and, thereby, an indicator of sleep homeostasis. We present a model that accounts for both the declining trend of SWA during sleep and for its variation within the successive nonrapid eye movement (non-REM) sleep episodes. The values of the model parameters were estimated by an optimization procedure in which empirical SWA of baseline nights (16 subjects, 26 nights) served as a reference. A sensitivity analysis revealed the model to be quite robust to small changes (+/- 5%) of the parameter values. The estimated parameter values were used to simulate data sets from three different experimental protocols (sleep in the evening or sleep in the morning after prolonged waking, or extended sleep initiated at the habitual bedtime; n = 8 or 9). The timing of the REM trigger parameter was derived from the empirical data. A close fit was obtained between the simulated and empirical SWA data, and even the occasional late SWA peaks during extended sleep could be reproduced. Minor discrepancies suggest indirect or direct circadian influences on SWA. The simulations demonstrate that the concept of sleep homeostasis as proposed in the two-process model of sleep regulation can be refined to account in quantitative terms for empirical data and to predict the changes induced by the prolongation of waking or sleep.
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“The longer we are awake, the stronger the pressure for sleep. While we are asleep, this pressure dissipates, and as soon as we wake up, the process starts all over again, just like turning an hourglass at every transition between sleep and wakefulness [1, 53, 88].”
From Sleep, vigilance, and thermosensitivity (2012) · cites this paper as [1]
Citations
Cites
Two-Process Model of Sleep Regulation
Binder, M. D., Hirokawa, N., & Windhorst, U. (2008) · Springer eBooks · doi:10.1007/978-3-540-29678-2_6166 · Cited by 3,900
Llinás, R. R. (1988) · Science · doi:10.1126/science.3059497 · Cited by 2,285
Dement, W., & Kleitman, N. (1957) · Electroencephalography and Clinical Neurophysiology · doi:10.1016/0013-4694(57)90088-3 · Cited by 1,876
Transplanted Suprachiasmatic Nucleus Determines Circadian Period
Ralph, M. R., Foster, R. G., Davis, F. C., & Menaker, M. (1990) · Science · doi:10.1126/science.2305266 · Cited by 1,853
Timing of human sleep: recovery process gated by a circadian pacemaker
Daan, S., Beersma, D. G. M., & Borbély, A. A. (1984) · American Journal of Physiology-Regulatory, Integrative and Comparative Physiology · doi:10.1152/ajpregu.1984.246.2.r161 · Cited by 1,424
Self-citationJahnsen, H., & Llinas, R. H. (1984) · The Journal of Physiology · doi:10.1113/jphysiol.1984.sp015154 · Cited by 1,081
Sleep deprivation: effect on sleep stages and EEG power density in man
Borbély, A. A., Baumann, F., Brandeis, D., Strauch, I., & Lehmann, D. (1981) · Electroencephalography and Clinical Neurophysiology · doi:10.1016/0013-4694(81)90225-x · Cited by 1,013
Self-citationBright Light Induction of Strong (Type 0) Resetting of the Human Circadian Pacemaker
Czeisler, C. A., Kronauer, R. E., Allan, J. S., Duffy, J. F., Jewett, M. E., Brown, E. N., & Ronda, J. M. (1989) · Science · doi:10.1126/science.2734611 · Cited by 946
Nucleus basalis and thalamic control of neocortical activity in the freely moving rat
Buzsaki, G., Bickford, R., Ponomareff, G., Thal, L., Mandel, R., & Gage, F. (1988) · The Journal of Neuroscience · doi:10.1523/jneurosci.08-11-04007.1988 · Cited by 848
Steriade, M., Datta, S., Paré, D., Oakson, G., & Dossi, R. C. (1990) · Journal of Neuroscience · doi:10.1523/jneurosci.10-08-02541.1990 · Cited by 775
Research works printed but not linked: 1
- Beersma, 1987, Sleep intensity and timing: A model for their circadian control, vol. 19, 39
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Koorengevel, K. M. (2002) · University of Groningen research database (University of Groningen / Centre for Information Technology) · Cited by 1
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Virkkala, J. (2009) · Tampere University Institutional Repository (Tampere University) · Cited by 1
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Grandner, M. A. (2007) · eScholarship (California Digital Library) · Cited by 1
Horváth, C. G., Szalárdy, O., Ujma, P. P., Simor, P., Gombos, F., Kovács, I., Dresler, M., & Bódizs, R. (2022) · Research Square · doi:10.21203/rs.3.rs-1715409/v1 · Cited by 1
Resting-state aperiodic neural activity as a novel objective marker of daytime somnolencePreprint
Cross, Z. R., Kang, T., Lushington, K., Sarkar, P., Singh, P., Johnston, S., Yeo, A., & Chatburn, A. (2022) · bioRxiv · doi:10.1101/2022.08.07.503118 · Cited by 1
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Vallat, R. (2017) · theses.fr (ABES) · doi:10.70675/7c390b38z9260z414bzbabdz2b316eacbb17 · Cited by 1
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Tilden, E. I., Fontenele, A. J., Goggans, K. M., Ma, S., Gorecki, D., Berriman-Rozen, Z. D., Oldenborg, A., Shew, W. L., & Chen, Y. (2026) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.64898/2026.07.03.736427 · Cited by 1
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Rytkönen, K.-M. (2012) · Työväentutkimus Vuosikirja
Zant, J. C. (2012) · Työväentutkimus Vuosikirja
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Shaw, P. J., Tafti, M., & Thorpy, M. J. (2013) · Cambridge University Press eBooks · doi:10.1017/cbo9781139649469.016
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Hoffmann, R. F., Goldberg, J. H., Watson, N. F., Buchwald, D., & Armitage, R. (2009) · The Open Sleep Journal · doi:10.2174/1874620900902010020
Kräuchi, K., Knoblauch, V., Wirz‐Justice, A., & Cajochen, C. (2006)
Human sleep and wakefulness: Functional relationship and regulatory aspects
Tinguely, G. (2006) · Repository for Publications and Research Data (ETH Zurich) · doi:10.3929/ethz-a-005210502
Modeling slow wave activity patterns across the scalp
Zavada, A., Strijkstra, A. M., Boerema, A. S., Daan, S., & Beersma, D. G. M. (2007) · University of Groningen research database (University of Groningen / Centre for Information Technology)
Soehner, A. M. (2013) · eScholarship (California Digital Library)
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Rothenberger, S. D. (2015) · D-Scholarship@Pitt (University of Pittsburgh)
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Borbély, A. A. (1995) · Acta Neuropsychiatrica · doi:10.1017/s0924270800037443
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Hiroshige, Y. (2012) · Japanese Journal of Physiological Psychology and Psychophysiology · doi:10.5674/jjppp.1201oa
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Jones, S., & Benca, R. M. (2007) · CRC Press eBooks · doi:10.3109/9781420021158-13
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Lim, J. (2013) · TSpace (University of Toronto)
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Primeau, M. M., & Kushida, C. A. (2018) · Springer eBooks · doi:10.1007/978-1-4939-8607-1_5
Seigneur, J. (2013) · Corpus Université Laval (Université Laval)
Sleep homeostasis reflects temporally integrated local cortical neuronal activityPreprint
Thomas, C. W., Guillaumin, M. C. C., McKillop, L. E., Achermann, P., & Vyazovskiy, V. V. (2019) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/756270
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Yetton, B. D. (2019) · doi:10.31234/osf.io/ayqm2
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Self-citationGarcia‐Molina, G. (2021) · Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) · doi:10.1109/embc46164.2021.9630006
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Daneault, V., Mongrain, V., Vandewalle, G., Najjar, R. P., Hébert, M., & Carrier, J. (2022) · Elsevier eBooks · doi:10.1016/b978-0-12-822963-7.00264-4
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Jones, S., & Benca, R. M. (2007) · Medical psychiatry · doi:10.3109/9781420021158.010
Deboer, T. (2009) · Sleep Medicine Reviews · doi:10.1016/j.smrv.2009.10.001
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Vyazovskiy, V. V., & Andrillon, T. (2025) · Oxford University Press eBooks · doi:10.1093/oxfordhb/9780197602751.013.39
Giménez, S., & Boeve, B. F. (2025) · Cambridge University Press eBooks · doi:10.1017/9781108985055.025
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Studler, M., Gianotti, L. R. R., Wunderlin, M., & Knoch, D. (2025) · Scientific Reports · doi:10.1038/s41598-025-27777-1
Hector, A., Provost, C., Delignat‐Lavaud, B., Bouamira, K., Menaouar, C.-A., Mongrain, V., & Brouillette, J. (2023) · Figshare · doi:10.6084/m9.figshare.24309863
Amaro-Fuenzalida, J., Díaz, J., Quintas, M. B., Mantellero, C. A., Rojas-Montecinos, P. A., Bassi, A., & Ocampo-Garcés, A. (2025) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.64898/2025.12.27.696681
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Henderson, F. J. (2019) · theses.fr (ABES) · doi:10.70675/72ea7d04ze3b3z4768zab1fz66b684e1ed22
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van der Meijden, W. P. (2018) · theses.fr (ABES) · doi:10.70675/1e8db86dzf465z4cefzbdcezd673c0fb1bfa
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Jiang, R., Murphy, M. D., Low, J., Weber, D. J., & Griffin, D. M. (2026) · Journal of Neural Engineering · doi:10.1088/1741-2552/ae62a9
Hejazi, N. S., Kheirkhah, M., Riedner, B. A., Yuan, Q., Chholak, P., Momenan, R., Jones, G. H., Goldman, D., & Zarate, C. A. (2026) · Neuropsychopharmacology · doi:10.1038/s41386-026-02465-4 · Cited by 1
Jafarian, A., & Wykes, R. C. (2026) · PLoS ONE · doi:10.1371/journal.pone.0353399
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Schenker, M. T., Lynskey, J., Cotter, G., Bussell, S., O’Heare-Young, S., Reynolds, T., Nielson, A., Rajput, D., Farrugia, I., Jordan, A. S., et al. (2026) · Psychiatry Research · doi:10.1016/j.psychres.2026.117393
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MS, B. P. D. M. (2026) · Cureus · doi:10.7759/cureus.114784
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He, M., Saremsky, S. R., Noamany, H., Chen, S., & Prerau, M. J. (2026) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.64898/2026.08.26.747401
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Hasenhuetl, P. S., Sarnataro, R., Vrontou, E., Rorsman, H., Talbot, C. B., Brain, R., & Miesenböck, G. (2026) · Nature Neuroscience · doi:10.1038/s41593-026-02431-9 · Cited by 13
Age-related changes in prefrontal cortex function: links between sleep EEG and cognition
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Metadata
- Authors
- Achermann, P., Dijk, D.-J., Brunner, D. P., & Borbély, A. A.
- Affiliations
- University of Zurich (CH)
- Corresponding author
- Achermann, Peter
- Venue
- Brain Research Bulletin
- Publisher
- Elsevier BV
- Published
- 1993
- Volume
- 31
- Issue
- 1-2
- Pages
- 97-113
- ISSN
- 0361-9230 (ISSN-L)
- OpenAlex
- W1963859198
- Cited by
- 470
- References
- 59
- Citations by year
- 2026: 12 · 2025: 15 · 2024: 22 · 2023: 18 · 2022: 23 · 2021: 12 · 2020: 15 · 2019: 21 · 2018: 24 · 2017: 16 · 2016: 15 · 2015: 20 · 2014: 15 · 2013: 25 · 2012: 14
- FWCI
- 4.43
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Brain Research Bulletin (publishedVersion)
- PubMed (publishedVersion)
- Open Research (University of Surrey) (submittedVersion)
- Surrey Research Insight Open Access (The University of Surrey) (submittedVersion)
- Funders
- National Institutes of Health (RRO1693)
- Topics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Sleep and Wakefulness Research
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Sleep and related disorders
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Sleep and Work-Related Fatigue
- Keywords
- sleep homeostasis, EEG slow-wave activity, NREM sleep, REM sleep, sleep-wake cycle, parameter estimation
- MeSH terms
- Adult, Circadian Rhythm, Computer Simulation, Electroencephalography, Homeostasis, Humans, Male, Models, Biological, Sleep, Sleep Deprivation, Sleep Stages
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