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华北平原上空基于VIIRS反演算法的气溶胶光学厚度和气溶胶模型评估

Evaluation of aerosol optical depth and aerosol models from VIIRS retrieval algorithms over North China Plain.

作者信息

Zhu Jun, Xia Xiangao, Wang Jun, Che Huizheng, Chen Hongbin, Zhang Jinqiang, Xu Xiaoguang, Levy Robert, Oo Min, Holz Robert, Ayoub Mohammed

机构信息

LAGEO, Institute of Atmospheric Physics, Chinese Academy of Sciences, Beijing 100029, China.

EAS, University of Nebraska-Lincoln, Lincoln, Nebraska, USA.

出版信息

Remote Sens (Basel). 2017;9(5). doi: 10.3390/rs9050432. Epub 2017 May 2.

Abstract

The first Visible Infrared Imaging Radiometer Suite (VIIRS) was launched on Suomi National Polar-orbiting Partnership (S-NPP) satellite in late 2011. Similar to the Moderate resolution Imaging Spectroradiometer (MODIS), VIIRS observes top-of-atmosphere spectral reflectance and is potentially suitable for retrieval of the aerosol optical depth (AOD). The VIIRS Environmental Data Record data (VIIRS_EDR) is produced operationally by NOAA, and is based on the MODIS atmospheric correction algorithm. The "MODIS-like" VIIRS data (VIIRS_ML) are being produced experimentally at NASA, from a version of the "dark-target" algorithm that is applied to MODIS. In this study, the AOD and aerosol model types from these two VIIRS retrieval algorithms over the North China Plain (NCP) are evaluated using the ground-based CE318 Sunphotometer (CE318) measurements during 2 May 2012 - 31 March 2014 at three sites. These sites represent three different surface types: urban (Beijing), suburban (XiangHe) and rural (Xinglong). Firstly, we evaluate the retrieved spectral AOD. For the three sites, VIIRS_EDR AOD at 550 nm shows a positive mean bias (MB) of 0.04-0.06 and the correlation of 0.83-0.86, with the largest MB (0.10-0.15) observed in Beijing. In contrast, VIIRS_ML AOD at 550 nm has overall higher positive MB of 0.13-0.14 and a higher correlation (0.93-0.94) with CE318 AOD. Secondly, we evaluate the aerosol model types assumed by each algorithm, as well as the aerosol optical properties used in the AOD retrievals. The aerosol model used in VIIRS_EDR algorithm shows that dust and clean urban models were the dominant model types during the evaluation period. The overall accuracy rate of the aerosol model used in VIIRS_ML over NCP three sites (0.48) is higher than that of VIIRS_EDR (0.27). The differences in Single Scattering Albedo (SSA) at 670 nm between VIIRS_ML and CE318 are mostly less than 0.015, but high seasonal differences are found especially over the Xinglong site. The values of SSA from VIIRS_EDR are higher than that observed by CE318 over all sites and all assumed aerosol modes, with a positive bias of 0.02-0.04 for fine mode, 0.06-0.12 for coarse mode and 0.03-0.05 for bi-mode at 440nm. The overestimation of SSA but positive AOD MB of VIIRS_EDR indicate that other factors (e.g. surface reflectance characterization or cloud contamination) are important sources of error in the VIIRS_EDR algorithm, and their effects on aerosol retrievals may override the effects from non-ideality in these aerosol models.

摘要

首个可见红外成像辐射计套件(VIIRS)于2011年末搭载苏梅克国家极轨伙伴关系(S-NPP)卫星发射升空。与中分辨率成像光谱仪(MODIS)类似,VIIRS可观测大气顶光谱反射率,具备反演气溶胶光学厚度(AOD)的潜力。VIIRS环境数据记录数据(VIIRS_EDR)由美国国家海洋和大气管理局(NOAA)进行业务化生产,基于MODIS大气校正算法。美国国家航空航天局(NASA)正在通过将应用于MODIS的“暗目标”算法版本进行实验性生产“类MODIS”VIIRS数据(VIIRS_ML)。本研究利用2012年5月2日至2014年3月31日期间三个站点的地基CE318太阳光度计(CE318)测量数据,对华北平原(NCP)这两种VIIRS反演算法的AOD和气溶胶模型类型进行评估。这些站点代表三种不同的地表类型:城市(北京)、郊区(香河)和农村(兴隆)。首先评估反演得到的光谱AOD。对于这三个站点,VIIRS_EDR在550纳米处的AOD显示出0.04 - 0.06的正平均偏差(MB)以及0.83 - 0.86的相关性,在北京观测到的最大MB为(0.10 - 0.15)。相比之下,VIIRS_ML在550纳米处的AOD总体具有更高的正MB,为0.13 - 0.14,与CE318 AOD的相关性更高(0.93 - 0.94)。其次,评估每种算法所假设的气溶胶模型类型以及AOD反演中使用的气溶胶光学特性。VIIRS_EDR算法中使用的气溶胶模型表明,沙尘和清洁城市模型是评估期间的主要模型类型。VIIRS_ML在华北平原三个站点使用的气溶胶模型总体准确率(0.48)高于VIIRS_EDR(0.27)。VIIRS_ML与CE318在670纳米处的单次散射反照率(SSA)差异大多小于0.015,但发现存在较大的季节差异,特别是在兴隆站点。在所有站点和所有假设的气溶胶模式下,VIIRS_EDR的SSA值均高于CE318观测值,在440纳米处,细模式的正偏差为0.02 - 0.04,粗模式为0.06 - 0.12,双模式为0.03 - 0.05。VIIRS_EDR对SSA的高估但AOD为正MB表明,其他因素(如地表反射率特征或云污染)是VIIRS_EDR算法中重要的误差来源,它们对气溶胶反演的影响可能超过这些气溶胶模型中非理想因素的影响。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8185/6003421/744577ae345a/nihms970795f1.jpg

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