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MODIS 3 km aerosol product: applications over land in an urban/suburban region

机译:Modis 3公里气溶胶产品:在城市/郊区土地上的应用

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MODerate resolution Imaging Spectroradiometer (MODIS) instruments aboard the Terra and Aqua satellites have provided a rich dataset of aerosol information at a 10 km spatial scale. Although originally intended for climate applications, the air quality community quickly became interested in using the MODIS aerosol data. However, 10 km resolution is not sufficient to resolve local scale aerosol features. With this in mind, MODIS Collection 6 includes a global aerosol product with a 3 km resolution. Here, we evaluate the 3 km product over the Baltimore–Washington D.C., USA, corridor during the summer of 2011 by comparing with spatially dense aerosol data measured by airborne High Spectral Resolution Lidar (HSRL) and a network of 44 sun photometers (SP) spaced approximately 10 km apart, collected as part of the DISCOVER-AQ field campaign. The HSRL instrument shows that AOD can vary by over 0.2 within a single 10 km MODIS pixel, meaning that higher resolution satellite retrievals may help to better characterize aerosol spatial distributions in this region. Different techniques for validating a high-resolution aerosol product against SP measurements are considered. Although the 10 km product is more statistically reliable than the 3 km product, the 3 km product still performs acceptably with nearly two-thirds of MODIS/SP collocations falling within an expected error envelope with high correlation (R 0.90), although with a high bias of ~ 0.06. The 3 km product can better resolve aerosol gradients and retrieve closer to clouds and shorelines than the 10 km product, but tends to show more noise, especially in urban areas. This urban degradation is quantified using ancillary land cover data. Overall, we show that the MODIS 3 km product adds new information to the existing set of satellite derived aerosol products and validates well over the region, but due to noise and problems in urban areas, should be treated with some degree of caution.
机译:适度的分辨率成像光谱仪(MODIS)仪器乘坐Terra和Aqua Satellites提供了10公里的空间量表的富含气溶胶信息的丰富数据集。虽然最初用于气候应用,但空气质量的社区很快就开始使用Modis Aerosol数据感兴趣。然而,10公里的分辨率不足以解决局部尺度气溶胶特征。考虑到这一点,Modis Collection 6包括具有3公里分辨率的全球气溶胶产品。在这里,我们通过与空机高光谱分辨率LIDAR(HSRL)测量的空间致密的气溶胶数据和44个太阳光度(SP)的网络,在2011年夏天评估了2011年夏天的3km产品。分开约10公里,作为Discover-AQ现场运动的一部分收集。 HSRL仪器表明,AOD可以在单个10km Modis像素内变化超过0.2,这意味着更高的分辨率卫星检索可能有助于更好地表征该区域的气溶胶空间分布。考虑用于验证高分辨率气溶胶产品免于SP测量的不同技术。虽然10公里的产品比3km产品更可靠,但是3公里的产品仍然可接受地表现出近三分之二的MODIS / SP展示,落在预期的误差包络中,虽然是一个高相关(R> 0.90)。高偏差〜0.06。 3公里的产品可以更好地解析气溶胶梯度,并将较近云和海岸线恢复,而不是10公里的产品,但往往会展现更多噪音,特别是在城市区域。这种城市退化使用辅助陆地覆盖数据量化。总的来说,我们展示了Modis 3km产品将新信息添加到现有的卫星衍生的气溶胶产品集并验证到该地区井,但由于城市地区的噪音和问题,应以某种程度的警告治疗。

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