Title :
Estimation of fractional snow cover based on FY-2E/VISSR over the Tibetan Plateau
Author :
Lingmei Jiang ; Jiancheng Shi ; Juntao Yang
Author_Institution :
Sch. of Geogr., Beijing Normal Univ., Beijing, China
Abstract :
Snow cover plays an important role in hydrological processes, surface radiation and global climate change research, especially in Tibetan Plateau. Most of current fractional snow cover products are mainly determined from polar-orbit satellites sensors, such as Advanced Very High Resolution Radiometer (AVHRR) and (Moderate Resolution Imaging Spectroradiometer (MODIS). MODIS snow cover is generated using 8-day composition data in order to reduce the problem caused by cloud obscuration. However, snow cover mapping is often required to obtain at the temporal scale of less than one day, especially in the case of disasters. Geostationary satellites show potential to retrieve fractional snow cover with lower cloud obscuration in daily scale. In this paper, we propose a technique to estimate fractional snow cover over the Tibetan Plateau by Chinese geostationary satellite Fengyun-2E (FY-2E) in two winters of 2011 and 2012. Normalized Difference Snow Index (NDSI), Ratio Snow Index (RSI) and Difference Snow Index (DSI) based on 0.6μm and 3.9μm channel of Visible and Infrared Spin Scan Radiometer (VISSR) onboard FY-2E are used to estimate fractional snow cover. Landsat ETM+ data is treated as true value of fractional snow cover to develop the models based on VISSR snow indexes. When validated by ETM+ fractional snow cover, the model based on VISSR DSI with exponential curve fitting show the best performance in estimating fractional snow cover, with R-square of 0.62 and RMSE of 0.17.
Keywords :
atmospheric radiation; climatology; clouds; disasters; radiometry; snow; AD 2011 to 2012; AVHRR; Advanced Very High Resolution Radiometer; Chinese geostationary satellite Fengyun-2E; ETM+ fractional snow cover; FY-2E-VISSR; Landsat ETM+ data; MODIS snow cover; Moderate Resolution Imaging Spectroradiometer; NDSI; RSI; Tibetan Plateau; VISSR DSI; VISSR snow index; Visible and Infrared Spin Scan Radiometer; composition data; current fractional snow cover product; daily scale lower cloud obscuration; difference snow index; disaster case; exponential curve fitting; fractional snow cover estimation; fractional snow cover retrieval; fractional snow cover value; geostationary satellite; global climate change research; hydrological process; normalized difference snow index; polar-orbit satellite sensor; ratio snow index; snow cover mapping; surface radiation; temporal scale; winter season; Fitting; MODIS; Power capacitors; Remote sensing; Satellite broadcasting; Satellites; Snow;
Conference_Titel :
General Assembly and Scientific Symposium (URSI GASS), 2014 XXXIth URSI
Conference_Location :
Beijing
DOI :
10.1109/URSIGASS.2014.6929676