Journal of Japan Society for Atmospheric Environment / Taiki Kankyo Gakkaishi
Online ISSN : 2185-4335
Print ISSN : 1341-4178
ISSN-L : 1341-4178
Original Papers
Development of Land Use Regression Models for Assessing Exposure to NO2, NOx and SPM, and Their Applicability to Air Pollution Epidemiologic Studies in Japan
Aya FukuoKoki HanaokaTomohiro AraiSatoshi Nakai
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JOURNAL FREE ACCESS

2018 Volume 53 Issue 5 Pages 153-164

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Abstract

The Land Use Regression (LUR) model is now used for exposure assessment in air pollution epidemiologic studies rather than measuring/monitoring pollutants. However, there have been few epidemiologic studies using the LUR models and characteristics of the model have been unclear in Japan. To determine whether the LUR model can be applicable to air pollution epidemiologic studies as the method of exposure assessment in Japan, we developed the LUR models for NO2, NOx, and SPM in Yokohama.

The annual means of NOx, NO2 or SPM measured at 29 monitoring stations in Yokohama city in 2005 were regressed on land use data such as residential/industrial area, traffic volume, etc, using a manual stepwise method. The adjusted R2 values for the NOx and NO2 regressions were 0.88 and 0.81, respectively. The adjusted R2 for the SPM regression was 0.55. The distributions of the concentrations were mapped using Arc-GIS software. The LUR models we developed and the concentration maps may be valid compared to other models and the LUR models developed in the western countries. However, a much higher resolution for the concentration distribution based on the LUR models might be necessary for epidemiological studies of traffic-related air pollution in Japan. We should be necessary to consider the measurement points, etc, necessary for developing the LUR models.

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© 2018 Japan Society for Atomospheric Environment
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