CitiSense: improving geospatial environmental assessment of air quality using a wireless personal exposure monitoring system

Nima Nikzad, Nakul Verma, Celal Ziftci, Elizabeth S. Bales, Nichole Quick, P. Zappi, K. Patrick, S. Dasgupta, Ingolf Krüger, T. Simunic, W. Griswold
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引用次数: 95

Abstract

Environmental exposures are a critical component in the development of chronic conditions such as asthma and cancer. Yet, medical and public health practitioners typically must depend on sparse regional measurements of the environment that provide macro-scale summaries. Recent projects have begun to measure an individual's exposure to these factors, often utilizing body-worn sensors and mobile phones to visualize the data. Such data, collected from many individuals and analyzed across an entire geographic region, holds the potential to revolutionize the practice of public health. We present CitiSense, a participatory air quality sensing system that bridges the gap between personal sensing and regional measurement to provide micro-level detail at a regional scale. In a user study of 16 commuters using CitiSense, measurements were found to vary significantly from those provided by official regional pollution monitoring stations. Moreover, applying geostatistical kriging techniques to our data allows CitiSense to infer a regional map that contains considerably greater detail than official regional summaries. These results suggest that the cumulative impact of many individuals using personal sensing devices may have an important role to play in the future of environmental measurement for public health.
CitiSense:利用无线个人暴露监测系统改善空气质量的地理空间环境评估
环境暴露是哮喘和癌症等慢性疾病发展的关键因素。然而,医疗和公共卫生从业人员通常必须依靠对环境的稀疏区域测量来提供宏观尺度的总结。最近的项目已经开始测量个人对这些因素的暴露程度,通常使用穿戴式传感器和移动电话来可视化数据。从许多个人收集并在整个地理区域内进行分析的此类数据具有彻底改变公共卫生实践的潜力。我们介绍了一个参与式空气质量传感系统CitiSense,它弥合了个人感知和区域测量之间的差距,提供了区域尺度上的微观细节。在对使用CitiSense的16名通勤者的用户研究中,发现测量结果与官方区域污染监测站提供的数据有很大差异。此外,将地理统计克里格技术应用于我们的数据,使CitiSense能够推断出比官方区域摘要更详细的区域地图。这些结果表明,使用个人传感装置的许多个人的累积影响可能在未来的公共卫生环境测量中发挥重要作用。
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