Articles producció científica> Enginyeria Química

Influence of Particulate Matter and Carbon Dioxide on Students' Emotions in a Smart Classroom

  • Identification data

    Identifier: imarina:9411328
    Authors:
    Fretes, GabrielaLlurba, CeliaPalau, RamonRosell-Llompart, Joan
    Abstract:
    The effects of air quality on health and cognition are well documented, but few studies have focused on its impact on emotions, leaving this area underexplored. This study investigates the influence of environmental factors-specifically particulate matter (PM1, PM2.5, and PM10) and carbon dioxide (CO2)-on students' basic emotions in secondary school classrooms. For the collection of environmental data, we used low-cost sensors, which were carefully calibrated to ensure acceptable accuracy for monitoring air quality variables, despite inherent precision limitations compared to traditional sensors. Emotions were recorded via camera and analyzed using a custom-developed code. Based on these data, we found significant but modest correlations, such as the negative correlation between PM levels and happiness, and positive correlations of CO2 concentrations with fear and disgust. The regression models explained between 36% and 62% of the variance in emotions like neutrality, sadness, fear, and happiness, highlighting nonlinear relationships in some cases. These findings underscore the need for improved classroom environmental management, including the implementation of real-time air quality monitoring systems. Such systems would enable schools to mitigate the negative emotional effects of poor air quality, contributing to healthier and more conducive learning environments. Future research should explore the combined effects of multiple environmental factors to further understand their impact on student well-being.
  • Others:

    Author, as appears in the article.: Fretes, Gabriela; Llurba, Celia; Palau, Ramon; Rosell-Llompart, Joan
    Department: Enginyeria Química
    URV's Author/s: Palau Martin, Ramon Felix / Rosell Llompart, Joan
    Keywords: Classroo Classroom Co 2 Co2 Emotions Indoor air quality Particular matter Secondary school
    Abstract: The effects of air quality on health and cognition are well documented, but few studies have focused on its impact on emotions, leaving this area underexplored. This study investigates the influence of environmental factors-specifically particulate matter (PM1, PM2.5, and PM10) and carbon dioxide (CO2)-on students' basic emotions in secondary school classrooms. For the collection of environmental data, we used low-cost sensors, which were carefully calibrated to ensure acceptable accuracy for monitoring air quality variables, despite inherent precision limitations compared to traditional sensors. Emotions were recorded via camera and analyzed using a custom-developed code. Based on these data, we found significant but modest correlations, such as the negative correlation between PM levels and happiness, and positive correlations of CO2 concentrations with fear and disgust. The regression models explained between 36% and 62% of the variance in emotions like neutrality, sadness, fear, and happiness, highlighting nonlinear relationships in some cases. These findings underscore the need for improved classroom environmental management, including the implementation of real-time air quality monitoring systems. Such systems would enable schools to mitigate the negative emotional effects of poor air quality, contributing to healthier and more conducive learning environments. Future research should explore the combined effects of multiple environmental factors to further understand their impact on student well-being.
    Thematic Areas: Astronomia / física Biodiversidade Chemistry, multidisciplinary Ciência de alimentos Ciências agrárias i Ciências biológicas i Ciências biológicas ii Ciências biológicas iii Computer science applications Engenharias i Engenharias ii Engineering (all) Engineering (miscellaneous) Engineering, multidisciplinary Fluid flow and transfer processes General engineering General materials science Instrumentation Materiais Materials science (all) Materials science (miscellaneous) Materials science, multidisciplinary Physics, applied Process chemistry and technology Química
    licence for use: https://creativecommons.org/licenses/by/3.0/es/
    Author's mail: ramon.palau@urv.cat joan.rosell@urv.cat
    Author identifier: 0000-0002-9843-3116 0000-0002-5288-9150
    Record's date: 2024-12-28
    Paper version: info:eu-repo/semantics/publishedVersion
    Paper original source: Applied Sciences-Basel. 14 (23): 11109-
    APA: Fretes, Gabriela; Llurba, Celia; Palau, Ramon; Rosell-Llompart, Joan (2024). Influence of Particulate Matter and Carbon Dioxide on Students' Emotions in a Smart Classroom. Applied Sciences-Basel, 14(23), 11109-. DOI: 10.3390/app142311109
    Licence document URL: https://repositori.urv.cat/ca/proteccio-de-dades/
    Entity: Universitat Rovira i Virgili
    Journal publication year: 2024
    Publication Type: Journal Publications
  • Keywords:

    Chemistry, Multidisciplinary,Computer Science Applications,Engineering (Miscellaneous),Engineering, Multidisciplinary,Fluid Flow and Transfer Processes,Instrumentation,Materials Science (Miscellaneous),Materials Science, Multidisciplinary,Physics, Applied,Process Chemistry and Technology
    Classroo
    Classroom
    Co 2
    Co2
    Emotions
    Indoor air quality
    Particular matter
    Secondary school
    Astronomia / física
    Biodiversidade
    Chemistry, multidisciplinary
    Ciência de alimentos
    Ciências agrárias i
    Ciências biológicas i
    Ciências biológicas ii
    Ciências biológicas iii
    Computer science applications
    Engenharias i
    Engenharias ii
    Engineering (all)
    Engineering (miscellaneous)
    Engineering, multidisciplinary
    Fluid flow and transfer processes
    General engineering
    General materials science
    Instrumentation
    Materiais
    Materials science (all)
    Materials science (miscellaneous)
    Materials science, multidisciplinary
    Physics, applied
    Process chemistry and technology
    Química
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