Global evaluation of NOAA-20 VIIRS dark target aerosol products over land and ocean

IF 4.2 2区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Atmospheric Environment Pub Date : 2024-11-26 DOI:10.1016/j.atmosenv.2024.120949
Xin Pei, Leiku Yang, Weiqian Ji, Mengnan Li, Zhe Peng, Xiaoqian Cheng, Xiaofeng Lu
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Abstract

The Dark Target (DT) algorithm has been applied to the Visible Infrared Imaging Radiometer Suite (VIIRS) aboard the Suomi-NPP (SNPP) and NOAA-20 satellites to extend the aerosol data record from the Moderate Resolution Imaging Spectrometer (MODIS). The newly released VIIRS DT Version 2.0 (V2.0) dataset includes NOAA-20 aerosol products for the first time. This study provides the first evaluation of NOAA-20 VIIRS DT aerosol products, including aerosol optical depth (AOD) and Ångstrom exponent (AE), for the period 2018–2022 using Aerosol Robotic Network (AERONET) and Maritime Aerosol Network (MAN) measurements. In addition, the operational DT aerosol products from SNPP VIIRS (V2.0) and MODIS (Collection 6.1) are also used for comparison purposes. Overall, NOAA-20 AODs over land and ocean exhibit good validation metrics globally, showing comparability to MODIS products and superiority over overestimated SNPP products. Nevertheless, it is worth noting that in South Africa specifically, NOAA-20 land AODs tends to display more pronounced negative biases, despite all products being underestimated. Furthermore, all ocean AE products demonstrate high correlation coefficients (>0.83) with the ground-based data, meeting the fraction of expected accuracy (>80%). Encouragingly, NOAA-20 AE product has significantly improved the persistent issue of overestimation at low-value in MODIS product, making it a more preferable choice for usage. Error analysis reveals that the performance of all three land products decreases in sparsely vegetated areas and when the solar zenith angle is small. However, NOAA-20 AOD exhibits relatively stable performance and is less affected by variations in aerosol loading, observation geometry, and surface vegetation cover. In addition, the performance of AOD and AE over ocean is significantly influenced by scattering angle and wind speed. This research is anticipated to serve as a reference for the utilization of operational VIIRS DT aerosol products and possible algorithm optimization.
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陆地和海洋上NOAA-20 VIIRS暗目标气溶胶产品的全球评价
暗目标(DT)算法已应用于Suomi-NPP (SNPP)和NOAA-20卫星上的可见光红外成像辐射计套件(VIIRS),以扩展中分辨率成像光谱仪(MODIS)的气溶胶数据记录。新发布的VIIRS DT 2.0 (V2.0)数据集首次纳入了NOAA-20气溶胶产品。本研究利用气溶胶机器人网络(AERONET)和海洋气溶胶网络(MAN)测量,首次评估了2018-2022年期间NOAA-20 VIIRS DT气溶胶产品,包括气溶胶光学深度(AOD)和Ångstrom指数(AE)。此外,还使用了SNPP VIIRS (V2.0)和MODIS (Collection 6.1)的操作DT气溶胶产品进行比较。总体而言,陆地和海洋上的NOAA-20 aod在全球范围内表现出良好的验证指标,与MODIS产品具有可比性,优于高估的SNPP产品。然而,值得注意的是,特别是在南非,尽管所有产品都被低估,但NOAA-20陆地aod往往表现出更明显的负面偏见。此外,所有海洋声发射产品均与地面数据具有较高的相关系数(>0.83),满足预期精度的分数(>80%)。令人鼓舞的是,NOAA-20 AE产品显著改善了MODIS产品中存在的低值高估问题,使其成为更理想的使用选择。误差分析表明,在植被稀疏地区和太阳天顶角较小时,三种土地产品的性能都有所下降。然而,NOAA-20 AOD表现出相对稳定的性能,受气溶胶载荷、观测几何形状和地表植被覆盖变化的影响较小。此外,海洋上空AOD和AE的性能受散射角和风速的显著影响。本研究可望为实际使用的VIIRS DT气溶胶产品的利用和可能的算法优化提供参考。
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来源期刊
Atmospheric Environment
Atmospheric Environment 环境科学-环境科学
CiteScore
9.40
自引率
8.00%
发文量
458
审稿时长
53 days
期刊介绍: Atmospheric Environment has an open access mirror journal Atmospheric Environment: X, sharing the same aims and scope, editorial team, submission system and rigorous peer review. Atmospheric Environment is the international journal for scientists in different disciplines related to atmospheric composition and its impacts. The journal publishes scientific articles with atmospheric relevance of emissions and depositions of gaseous and particulate compounds, chemical processes and physical effects in the atmosphere, as well as impacts of the changing atmospheric composition on human health, air quality, climate change, and ecosystems.
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