Integrative Biological, Cognitive and Affective Modeling of Caffeine use on Stress

Rosaline E de Haan, Minke Blankert, S.S. Mohammadi Ziabari

Research output: Chapter in Book / Report / Conference proceedingConference contributionAcademicpeer-review

Abstract

In this paper a computational model of the effect of caffeine on cortisol and brain activity levels is presented. Using integrative modelling in a temporal-causal network model approach, this paper aims to dynamically model the biological, cognitive and affective processes that are enhanced in the brain while consuming coffee. Firstly, stress stimuli from the individuals’ context conduct an (affective) stressful feeling. Therefore, the individual (cognitive) decides to drink coffee that increases its caffeine levels and makes the individual feel more focused wherefore the individual relaxes. Thirdly, (biologically) it is modeled how caffeine intake by drinking coffee reduces stress levels due to feeling more relaxed.
Original languageEnglish
Title of host publicationDistributed Computing and Artificial Intelligence, 16th International Conference
EditorsFrancisco Herrera, Kenji Matsui, Sara Rodríguez-González
PublisherSpringer
Pages71-78
Number of pages8
ISBN (Electronic)9783030238872
ISBN (Print)9783030238865
DOIs
Publication statusPublished - 2019
EventDistributed Computing and Artificial Intelligence, 16th Conference - Avila, Spain
Duration: 26 Jun 201928 Jun 2019
Conference number: 16

Publication series

Name Advances in Intelligent Systems and Computing book series (AISC)
PublisherSpringer
Volume1003

Conference

ConferenceDistributed Computing and Artificial Intelligence, 16th Conference
CountrySpain
CityAvila
Period26/06/1928/06/19

Fingerprint

Caffeine
Coffee
Brain
Cortisol

Cite this

E de Haan, R., Blankert, M., & Mohammadi Ziabari, S. S. (2019). Integrative Biological, Cognitive and Affective Modeling of Caffeine use on Stress. In F. Herrera, K. Matsui, & S. Rodríguez-González (Eds.), Distributed Computing and Artificial Intelligence, 16th International Conference (pp. 71-78). ( Advances in Intelligent Systems and Computing book series (AISC); Vol. 1003). Springer. https://doi.org/10.1007/978-3-030-23887-2_9
E de Haan, Rosaline ; Blankert, Minke ; Mohammadi Ziabari, S.S. / Integrative Biological, Cognitive and Affective Modeling of Caffeine use on Stress. Distributed Computing and Artificial Intelligence, 16th International Conference. editor / Francisco Herrera ; Kenji Matsui ; Sara Rodríguez-González. Springer, 2019. pp. 71-78 ( Advances in Intelligent Systems and Computing book series (AISC)).
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title = "Integrative Biological, Cognitive and Affective Modeling of Caffeine use on Stress",
abstract = "In this paper a computational model of the effect of caffeine on cortisol and brain activity levels is presented. Using integrative modelling in a temporal-causal network model approach, this paper aims to dynamically model the biological, cognitive and affective processes that are enhanced in the brain while consuming coffee. Firstly, stress stimuli from the individuals’ context conduct an (affective) stressful feeling. Therefore, the individual (cognitive) decides to drink coffee that increases its caffeine levels and makes the individual feel more focused wherefore the individual relaxes. Thirdly, (biologically) it is modeled how caffeine intake by drinking coffee reduces stress levels due to feeling more relaxed.",
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year = "2019",
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series = "Advances in Intelligent Systems and Computing book series (AISC)",
publisher = "Springer",
pages = "71--78",
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E de Haan, R, Blankert, M & Mohammadi Ziabari, SS 2019, Integrative Biological, Cognitive and Affective Modeling of Caffeine use on Stress. in F Herrera, K Matsui & S Rodríguez-González (eds), Distributed Computing and Artificial Intelligence, 16th International Conference. Advances in Intelligent Systems and Computing book series (AISC), vol. 1003, Springer, pp. 71-78, Distributed Computing and Artificial Intelligence, 16th Conference, Avila, Spain, 26/06/19. https://doi.org/10.1007/978-3-030-23887-2_9

Integrative Biological, Cognitive and Affective Modeling of Caffeine use on Stress. / E de Haan, Rosaline ; Blankert, Minke ; Mohammadi Ziabari, S.S.

Distributed Computing and Artificial Intelligence, 16th International Conference. ed. / Francisco Herrera; Kenji Matsui; Sara Rodríguez-González. Springer, 2019. p. 71-78 ( Advances in Intelligent Systems and Computing book series (AISC); Vol. 1003).

Research output: Chapter in Book / Report / Conference proceedingConference contributionAcademicpeer-review

TY - GEN

T1 - Integrative Biological, Cognitive and Affective Modeling of Caffeine use on Stress

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Y1 - 2019

N2 - In this paper a computational model of the effect of caffeine on cortisol and brain activity levels is presented. Using integrative modelling in a temporal-causal network model approach, this paper aims to dynamically model the biological, cognitive and affective processes that are enhanced in the brain while consuming coffee. Firstly, stress stimuli from the individuals’ context conduct an (affective) stressful feeling. Therefore, the individual (cognitive) decides to drink coffee that increases its caffeine levels and makes the individual feel more focused wherefore the individual relaxes. Thirdly, (biologically) it is modeled how caffeine intake by drinking coffee reduces stress levels due to feeling more relaxed.

AB - In this paper a computational model of the effect of caffeine on cortisol and brain activity levels is presented. Using integrative modelling in a temporal-causal network model approach, this paper aims to dynamically model the biological, cognitive and affective processes that are enhanced in the brain while consuming coffee. Firstly, stress stimuli from the individuals’ context conduct an (affective) stressful feeling. Therefore, the individual (cognitive) decides to drink coffee that increases its caffeine levels and makes the individual feel more focused wherefore the individual relaxes. Thirdly, (biologically) it is modeled how caffeine intake by drinking coffee reduces stress levels due to feeling more relaxed.

U2 - 10.1007/978-3-030-23887-2_9

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SN - 9783030238865

T3 - Advances in Intelligent Systems and Computing book series (AISC)

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E de Haan R, Blankert M, Mohammadi Ziabari SS. Integrative Biological, Cognitive and Affective Modeling of Caffeine use on Stress. In Herrera F, Matsui K, Rodríguez-González S, editors, Distributed Computing and Artificial Intelligence, 16th International Conference. Springer. 2019. p. 71-78. ( Advances in Intelligent Systems and Computing book series (AISC)). https://doi.org/10.1007/978-3-030-23887-2_9