{"title":"小学教室空气质量:PM10和PM2.5水平与室外和建筑环境特征的关系","authors":"Antonis Michanikou, Panayiotis Kouis, Souzana Achilleos, Paraskevi Kinni, Emily Vasiliadou, Chrysanthos Savvides, Petros Mouzourides, Marina K.A. Neophytou, Petros Koutrakis, Panayiotis K. Yiallouros","doi":"10.1155/ina/3809714","DOIUrl":null,"url":null,"abstract":"<p><b>Background:</b> Particulate matter (PM) levels in school classrooms represent a significant fraction of the daily exposure to air pollution among schoolchildren. PM levels may vary over time and may be influenced by a variety of environmental factors. However, previous studies on classrooms’ PM levels relied on short-term measurements, while relevant data from Europe remain scarce. We aimed to prospectively monitor PM<sub>2.5</sub> (PM with aerodynamic diameter ≤ 2.5 <i>μ</i>m) and PM<sub>10</sub> (PM with aerodynamic diameter ≤ 10 <i>μ</i>m) levels in school classrooms and explore their relationships with outdoor and built environment characteristics, especially during teaching periods. By addressing PM exposure during teaching periods and evaluating the effects of mitigation measures, built characteristics, and environmental factors within primary school settings in Cyprus, this study fills critical gaps in understanding particulate exposure in educational environments.</p><p><b>Methods:</b> From March to June 2021, indoor PM<sub>2.5</sub> and PM<sub>10</sub> concentrations were assessed prospectively using optical particle sensors, in classrooms across nine primary schools in Nicosia, Cyprus. School hours were divided into distinct teaching and recess periods to study the variations in PM levels throughout the day, as well as the effect of outdoor sources. Indoor measurements were analyzed using 2-min intervals. Corresponding time-stamped data on outdoor air pollution were obtained from the nearest air quality station. Additionally, direct, on-site comparison of indoor versus outdoor PM concentrations was possible using weekly gravimetric measurements by low-volume Harvard samplers. Data on the built environment were collected from on-site assessments and questionnaires. A linear mixed effects model was defined by fixed effects for the exposure variables and random intercepts to account for daily variations in PM levels, with additional variability between classrooms nested within each day.</p><p><b>Results:</b> Teaching periods, particularly after recess breaks, showed higher PM<sub>10</sub> (+28.2%) and PM<sub>2.5</sub> (+13.4%) levels than teaching periods before recess (<i>p</i> < 0.001). Outdoor pollution had the most significant impact on indoor classroom PM<sub>10</sub> (+227.9%) and PM<sub>2.5</sub> (+84.3%) levels (<i>p</i> < 0.001). Accessibility to soil yards led to substantially higher PM<sub>10</sub> (86.1%) and PM<sub>2.5</sub> (89.9%) (<i>p</i> < 0.001). Classroom windows per square meter resulted in a 10.4% lower level of PM<sub>10</sub>, but a 5.5% higher level in PM<sub>2.5</sub> (<i>p</i> < 0.05). Classrooms on upper floors were associated with 17.3% lower PM<sub>10</sub> levels (<i>p</i> < 0.001). Both temperature and relative humidity were positively associated with PM levels (<i>p</i> < 0.001). The use of air purifiers significantly reduced PM<sub>10</sub> and PM<sub>2.5</sub> levels by 43.5% and 30.4%, respectively (<i>p</i> < 0.001).</p><p><b>Conclusion:</b> We demonstrated the significant impact of various factors on indoor PM levels in classrooms, including outdoor pollution, soil yard accessibility, and specific classroom characteristics. While air purifiers effectively reduce PM<sub>10</sub> and PM<sub>2.5</sub> levels, other factors such as teaching periods, temperature, and humidity also play critical roles, emphasizing the need for comprehensive air quality management strategies in schools.</p>","PeriodicalId":13529,"journal":{"name":"Indoor air","volume":"2025 1","pages":""},"PeriodicalIF":4.3000,"publicationDate":"2025-09-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1155/ina/3809714","citationCount":"0","resultStr":"{\"title\":\"Air Quality in Primary School Classrooms: Associations of PM10 and PM2.5 Levels With Outdoor and Built Environment Characteristics\",\"authors\":\"Antonis Michanikou, Panayiotis Kouis, Souzana Achilleos, Paraskevi Kinni, Emily Vasiliadou, Chrysanthos Savvides, Petros Mouzourides, Marina K.A. Neophytou, Petros Koutrakis, Panayiotis K. Yiallouros\",\"doi\":\"10.1155/ina/3809714\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><b>Background:</b> Particulate matter (PM) levels in school classrooms represent a significant fraction of the daily exposure to air pollution among schoolchildren. PM levels may vary over time and may be influenced by a variety of environmental factors. However, previous studies on classrooms’ PM levels relied on short-term measurements, while relevant data from Europe remain scarce. We aimed to prospectively monitor PM<sub>2.5</sub> (PM with aerodynamic diameter ≤ 2.5 <i>μ</i>m) and PM<sub>10</sub> (PM with aerodynamic diameter ≤ 10 <i>μ</i>m) levels in school classrooms and explore their relationships with outdoor and built environment characteristics, especially during teaching periods. By addressing PM exposure during teaching periods and evaluating the effects of mitigation measures, built characteristics, and environmental factors within primary school settings in Cyprus, this study fills critical gaps in understanding particulate exposure in educational environments.</p><p><b>Methods:</b> From March to June 2021, indoor PM<sub>2.5</sub> and PM<sub>10</sub> concentrations were assessed prospectively using optical particle sensors, in classrooms across nine primary schools in Nicosia, Cyprus. School hours were divided into distinct teaching and recess periods to study the variations in PM levels throughout the day, as well as the effect of outdoor sources. Indoor measurements were analyzed using 2-min intervals. Corresponding time-stamped data on outdoor air pollution were obtained from the nearest air quality station. Additionally, direct, on-site comparison of indoor versus outdoor PM concentrations was possible using weekly gravimetric measurements by low-volume Harvard samplers. Data on the built environment were collected from on-site assessments and questionnaires. A linear mixed effects model was defined by fixed effects for the exposure variables and random intercepts to account for daily variations in PM levels, with additional variability between classrooms nested within each day.</p><p><b>Results:</b> Teaching periods, particularly after recess breaks, showed higher PM<sub>10</sub> (+28.2%) and PM<sub>2.5</sub> (+13.4%) levels than teaching periods before recess (<i>p</i> < 0.001). Outdoor pollution had the most significant impact on indoor classroom PM<sub>10</sub> (+227.9%) and PM<sub>2.5</sub> (+84.3%) levels (<i>p</i> < 0.001). Accessibility to soil yards led to substantially higher PM<sub>10</sub> (86.1%) and PM<sub>2.5</sub> (89.9%) (<i>p</i> < 0.001). Classroom windows per square meter resulted in a 10.4% lower level of PM<sub>10</sub>, but a 5.5% higher level in PM<sub>2.5</sub> (<i>p</i> < 0.05). Classrooms on upper floors were associated with 17.3% lower PM<sub>10</sub> levels (<i>p</i> < 0.001). Both temperature and relative humidity were positively associated with PM levels (<i>p</i> < 0.001). The use of air purifiers significantly reduced PM<sub>10</sub> and PM<sub>2.5</sub> levels by 43.5% and 30.4%, respectively (<i>p</i> < 0.001).</p><p><b>Conclusion:</b> We demonstrated the significant impact of various factors on indoor PM levels in classrooms, including outdoor pollution, soil yard accessibility, and specific classroom characteristics. While air purifiers effectively reduce PM<sub>10</sub> and PM<sub>2.5</sub> levels, other factors such as teaching periods, temperature, and humidity also play critical roles, emphasizing the need for comprehensive air quality management strategies in schools.</p>\",\"PeriodicalId\":13529,\"journal\":{\"name\":\"Indoor air\",\"volume\":\"2025 1\",\"pages\":\"\"},\"PeriodicalIF\":4.3000,\"publicationDate\":\"2025-09-15\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://onlinelibrary.wiley.com/doi/epdf/10.1155/ina/3809714\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Indoor air\",\"FirstCategoryId\":\"93\",\"ListUrlMain\":\"https://onlinelibrary.wiley.com/doi/10.1155/ina/3809714\",\"RegionNum\":2,\"RegionCategory\":\"环境科学与生态学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"CONSTRUCTION & BUILDING TECHNOLOGY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Indoor air","FirstCategoryId":"93","ListUrlMain":"https://onlinelibrary.wiley.com/doi/10.1155/ina/3809714","RegionNum":2,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"CONSTRUCTION & BUILDING TECHNOLOGY","Score":null,"Total":0}
Air Quality in Primary School Classrooms: Associations of PM10 and PM2.5 Levels With Outdoor and Built Environment Characteristics
Background: Particulate matter (PM) levels in school classrooms represent a significant fraction of the daily exposure to air pollution among schoolchildren. PM levels may vary over time and may be influenced by a variety of environmental factors. However, previous studies on classrooms’ PM levels relied on short-term measurements, while relevant data from Europe remain scarce. We aimed to prospectively monitor PM2.5 (PM with aerodynamic diameter ≤ 2.5 μm) and PM10 (PM with aerodynamic diameter ≤ 10 μm) levels in school classrooms and explore their relationships with outdoor and built environment characteristics, especially during teaching periods. By addressing PM exposure during teaching periods and evaluating the effects of mitigation measures, built characteristics, and environmental factors within primary school settings in Cyprus, this study fills critical gaps in understanding particulate exposure in educational environments.
Methods: From March to June 2021, indoor PM2.5 and PM10 concentrations were assessed prospectively using optical particle sensors, in classrooms across nine primary schools in Nicosia, Cyprus. School hours were divided into distinct teaching and recess periods to study the variations in PM levels throughout the day, as well as the effect of outdoor sources. Indoor measurements were analyzed using 2-min intervals. Corresponding time-stamped data on outdoor air pollution were obtained from the nearest air quality station. Additionally, direct, on-site comparison of indoor versus outdoor PM concentrations was possible using weekly gravimetric measurements by low-volume Harvard samplers. Data on the built environment were collected from on-site assessments and questionnaires. A linear mixed effects model was defined by fixed effects for the exposure variables and random intercepts to account for daily variations in PM levels, with additional variability between classrooms nested within each day.
Results: Teaching periods, particularly after recess breaks, showed higher PM10 (+28.2%) and PM2.5 (+13.4%) levels than teaching periods before recess (p < 0.001). Outdoor pollution had the most significant impact on indoor classroom PM10 (+227.9%) and PM2.5 (+84.3%) levels (p < 0.001). Accessibility to soil yards led to substantially higher PM10 (86.1%) and PM2.5 (89.9%) (p < 0.001). Classroom windows per square meter resulted in a 10.4% lower level of PM10, but a 5.5% higher level in PM2.5 (p < 0.05). Classrooms on upper floors were associated with 17.3% lower PM10 levels (p < 0.001). Both temperature and relative humidity were positively associated with PM levels (p < 0.001). The use of air purifiers significantly reduced PM10 and PM2.5 levels by 43.5% and 30.4%, respectively (p < 0.001).
Conclusion: We demonstrated the significant impact of various factors on indoor PM levels in classrooms, including outdoor pollution, soil yard accessibility, and specific classroom characteristics. While air purifiers effectively reduce PM10 and PM2.5 levels, other factors such as teaching periods, temperature, and humidity also play critical roles, emphasizing the need for comprehensive air quality management strategies in schools.
期刊介绍:
The quality of the environment within buildings is a topic of major importance for public health.
Indoor Air provides a location for reporting original research results in the broad area defined by the indoor environment of non-industrial buildings. An international journal with multidisciplinary content, Indoor Air publishes papers reflecting the broad categories of interest in this field: health effects; thermal comfort; monitoring and modelling; source characterization; ventilation and other environmental control techniques.
The research results present the basic information to allow designers, building owners, and operators to provide a healthy and comfortable environment for building occupants, as well as giving medical practitioners information on how to deal with illnesses related to the indoor environment.