{"title":"利用MODIS AOD数据每日估算巴格达市地面PM2.5浓度的空气质量评估","authors":"Khudhur Abdulrahman","doi":"10.1007/s11869-025-01752-1","DOIUrl":null,"url":null,"abstract":"<div><p>This study evaluates air quality over Baghdad city by estimating the daily ground-level PM₂.₅ concentration using MODIS Aerosol Optical Depth (AOD) data from the Terra and Aqua satellites. Due to the scarcity of ground-based monitoring stations in Baghdad, satellite data significantly enhances air pollution tracking. AOD measurements from 2022 have been paired with ground-level PM₂.₅ concentration data collected from the US Embassy’s air quality monitor. Multiple regression models (linear, quadratic, exponential) were applied to estimate PM₂.₅ concentrations, with the quadratic model proving to be the most accurate for most months. The results reveal that air quality in Baghdad frequently falls into the \"Unhealthy\" and \"Very Unhealthy\" categories, particularly during the summer and late spring. This is due to dust storms originating from the western desert of Iraq and the deserts of the Arabian Peninsula, which intensify during the spring and summer seasons. Additionally, other sources of PM<sub>2.5</sub> contribute significantly, including high-density traffic and associated vehicle emissions and reduced governmental electricity supply during summer, which subsequently increases the operating hours of air-polluting electrical generators and the open-air burning of waste and agricultural residues. This study highlights the effectiveness of satellite data in complementing ground measurements and emphasizes the necessity for public health interventions during periods of high pollution.</p></div>","PeriodicalId":49109,"journal":{"name":"Air Quality Atmosphere and Health","volume":"18 7","pages":"2047 - 2059"},"PeriodicalIF":2.9000,"publicationDate":"2025-05-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Air quality assessment by daily estimation of ground-level PM2.5 concentrations over Baghdad City using MODIS AOD data\",\"authors\":\"Khudhur Abdulrahman\",\"doi\":\"10.1007/s11869-025-01752-1\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><p>This study evaluates air quality over Baghdad city by estimating the daily ground-level PM₂.₅ concentration using MODIS Aerosol Optical Depth (AOD) data from the Terra and Aqua satellites. Due to the scarcity of ground-based monitoring stations in Baghdad, satellite data significantly enhances air pollution tracking. AOD measurements from 2022 have been paired with ground-level PM₂.₅ concentration data collected from the US Embassy’s air quality monitor. Multiple regression models (linear, quadratic, exponential) were applied to estimate PM₂.₅ concentrations, with the quadratic model proving to be the most accurate for most months. The results reveal that air quality in Baghdad frequently falls into the \\\"Unhealthy\\\" and \\\"Very Unhealthy\\\" categories, particularly during the summer and late spring. This is due to dust storms originating from the western desert of Iraq and the deserts of the Arabian Peninsula, which intensify during the spring and summer seasons. Additionally, other sources of PM<sub>2.5</sub> contribute significantly, including high-density traffic and associated vehicle emissions and reduced governmental electricity supply during summer, which subsequently increases the operating hours of air-polluting electrical generators and the open-air burning of waste and agricultural residues. This study highlights the effectiveness of satellite data in complementing ground measurements and emphasizes the necessity for public health interventions during periods of high pollution.</p></div>\",\"PeriodicalId\":49109,\"journal\":{\"name\":\"Air Quality Atmosphere and Health\",\"volume\":\"18 7\",\"pages\":\"2047 - 2059\"},\"PeriodicalIF\":2.9000,\"publicationDate\":\"2025-05-28\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Air Quality Atmosphere and Health\",\"FirstCategoryId\":\"93\",\"ListUrlMain\":\"https://link.springer.com/article/10.1007/s11869-025-01752-1\",\"RegionNum\":4,\"RegionCategory\":\"环境科学与生态学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q3\",\"JCRName\":\"ENVIRONMENTAL SCIENCES\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Air Quality Atmosphere and Health","FirstCategoryId":"93","ListUrlMain":"https://link.springer.com/article/10.1007/s11869-025-01752-1","RegionNum":4,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"ENVIRONMENTAL SCIENCES","Score":null,"Total":0}
Air quality assessment by daily estimation of ground-level PM2.5 concentrations over Baghdad City using MODIS AOD data
This study evaluates air quality over Baghdad city by estimating the daily ground-level PM₂.₅ concentration using MODIS Aerosol Optical Depth (AOD) data from the Terra and Aqua satellites. Due to the scarcity of ground-based monitoring stations in Baghdad, satellite data significantly enhances air pollution tracking. AOD measurements from 2022 have been paired with ground-level PM₂.₅ concentration data collected from the US Embassy’s air quality monitor. Multiple regression models (linear, quadratic, exponential) were applied to estimate PM₂.₅ concentrations, with the quadratic model proving to be the most accurate for most months. The results reveal that air quality in Baghdad frequently falls into the "Unhealthy" and "Very Unhealthy" categories, particularly during the summer and late spring. This is due to dust storms originating from the western desert of Iraq and the deserts of the Arabian Peninsula, which intensify during the spring and summer seasons. Additionally, other sources of PM2.5 contribute significantly, including high-density traffic and associated vehicle emissions and reduced governmental electricity supply during summer, which subsequently increases the operating hours of air-polluting electrical generators and the open-air burning of waste and agricultural residues. This study highlights the effectiveness of satellite data in complementing ground measurements and emphasizes the necessity for public health interventions during periods of high pollution.
期刊介绍:
Air Quality, Atmosphere, and Health is a multidisciplinary journal which, by its very name, illustrates the broad range of work it publishes and which focuses on atmospheric consequences of human activities and their implications for human and ecological health.
It offers research papers, critical literature reviews and commentaries, as well as special issues devoted to topical subjects or themes.
International in scope, the journal presents papers that inform and stimulate a global readership, as the topic addressed are global in their import. Consequently, we do not encourage submission of papers involving local data that relate to local problems. Unless they demonstrate wide applicability, these are better submitted to national or regional journals.
Air Quality, Atmosphere & Health addresses such topics as acid precipitation; airborne particulate matter; air quality monitoring and management; exposure assessment; risk assessment; indoor air quality; atmospheric chemistry; atmospheric modeling and prediction; air pollution climatology; climate change and air quality; air pollution measurement; atmospheric impact assessment; forest-fire emissions; atmospheric science; greenhouse gases; health and ecological effects; clean air technology; regional and global change and satellite measurements.
This journal benefits a diverse audience of researchers, public health officials and policy makers addressing problems that call for solutions based in evidence from atmospheric and exposure assessment scientists, epidemiologists, and risk assessors. Publication in the journal affords the opportunity to reach beyond defined disciplinary niches to this broader readership.