Exposures to combustion sources near military operations in Iraq and Afghanistan using satellite observations

IF 5.9 3区 医学 Q2 ENVIRONMENTAL SCIENCES
Meredith Franklin, Xiaozhe Yin, Anna Korpak, Paul D. Blanc, Petros Koutrakis, Eric Garshick
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Abstract

U.S. military personnel deployed to Afghanistan and Iraq were stationed on bases impacted by airborne hazards including emissions from combustion sources. Due to limited environmental monitoring during military operations, exposure levels remain poorly characterized. We used satellite observations to identify the locations and persistence of combustion sources on and near military bases in Afghanistan and Iraq from 2002 to 2012, the peak period of open-air combustion. Daily fire detections from the Moderate Resolution Imaging Spectroradiometer (MODIS) were clustered using density-based methods to identify persistent burning within 5 km of bases. Validation was conducted using military imagery and Google Earth. A sensitivity analysis compared MODIS fire detections to those from the newer Visible Infrared Imaging Spectroradiometer (VIIRS) at a civilian burn pit in Djibouti. MODIS detected 285,810 fires in Iraq and 3702 in Afghanistan. Clustering identified 398 bases in Iraq and 122 in Afghanistan with burning nearby. In Iraq, persistent clusters were linked to oil and gas flares, while smaller clusters on bases in both countries were consistent with burn pits. MODIS and VIIRS both detected the Djibouti burn pit, but VIIRS recorded three times more fire detections, highlighting its sensitivity in detecting biomass and waste burning.
利用卫星观测,暴露于伊拉克和阿富汗军事行动附近的燃烧源。
背景:部署到阿富汗和伊拉克的美国军事人员驻扎在受空气危害影响的基地,包括燃烧源的排放物。由于军事行动期间的环境监测有限,暴露水平的特征仍然很差。目的:利用卫星观测对2002 - 2012年露天燃烧高峰期阿富汗和伊拉克军事基地及其附近燃烧源的位置和持续时间进行分析。方法:使用基于密度的方法对来自中分辨率成像光谱仪(MODIS)的每日火灾探测进行聚类,以识别基地5公里范围内的持续燃烧。使用军事图像和谷歌地球进行验证。灵敏度分析比较了MODIS火灾探测与较新的可见光红外成像光谱仪(VIIRS)在吉布提民用火坑的探测结果。结果:MODIS在伊拉克和阿富汗分别探测到285810起和3702起火灾。cluster发现在伊拉克有398个基地,在阿富汗有122个基地在附近燃烧。在伊拉克,持续的群集与石油和天然气燃烧有关,而两国基地的较小群集与燃烧坑一致。MODIS和VIIRS都探测到了吉布提的燃烧坑,但是VIIRS记录了三倍多的火灾探测,突出了它在探测生物质和废物燃烧方面的敏感性。影响:本研究首次使用卫星火灾探测来客观地绘制和量化2002-2012年美国在伊拉克和阿富汗军事基地的燃烧源。通过将基于密度的聚类应用于MODIS数据并与高分辨率图像进行验证,我们确定了基地附近和基地上的持续燃烧模式。这种方法克服了自我报告暴露数据的局限性,并为评估与部署相关的燃烧暴露提供了可重复的框架。这些发现突出了MODIS的效用和局限性,并证明了卫星观测在退伍军人健康研究中的潜力。
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来源期刊
CiteScore
8.90
自引率
6.70%
发文量
93
审稿时长
3 months
期刊介绍: Journal of Exposure Science and Environmental Epidemiology (JESEE) aims to be the premier and authoritative source of information on advances in exposure science for professionals in a wide range of environmental and public health disciplines. JESEE publishes original peer-reviewed research presenting significant advances in exposure science and exposure analysis, including development and application of the latest technologies for measuring exposures, and innovative computational approaches for translating novel data streams to characterize and predict exposures. The types of papers published in the research section of JESEE are original research articles, translation studies, and correspondence. Reported results should further understanding of the relationship between environmental exposure and human health, describe evaluated novel exposure science tools, or demonstrate potential of exposure science to enable decisions and actions that promote and protect human health.
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