收稿日期: 2016-02-24
网络出版日期: 2016-11-15
基金资助
国家自然科学基金(41271379)和中国科学院重点部署项目(KZZD-EW-13)资助
Estimation of net surface shortwave radiation using FengYun-2E (FY-2E) data on cloud-free days
Received date: 2016-02-24
Online published: 2016-11-15
地表短波净辐射是辐射能量的重要组成部分.高时间、高空间分辨率的地表短波净辐射数据对长时间区域尺度气象变化和陆表水文循环等方面的研究具有重要意义.当前大多数遥感地表短波净辐射的研究基于极轨卫星观测数据,而利用高时间分辨率的静止卫星数据来反演多时相地表短波净辐射的研究则较少,更缺少日变化的地表短波净辐射产品.基于此,开展了基于中国静止气象卫星数据FY-2E的地表短波净辐射反演研究,并利用实测辐射观测数据对反演结果进行验证.结果表明:在晴天条件下,均方根误差(RMSE)为27.51 W/m2,决定系数(R2)为0.99;在除去冬季的晴天条件下,R2为0.99,RMSE为15.36 W/m2.该结果表明本文提出的地表短波净辐射反演方法具有较高的精度,适于长时间区域尺度气象变化等方面的研究.
王亚维 , 宋小宁 , 王睿馨 . 晴天条件下基于FY-2E数据的地表短波净辐射的反演方法[J]. 中国科学院大学学报, 2016 , 33(6) : 769 -774 . DOI: 10.7523/j.issn.2095-6134.2016.06.008
Net surface shortwave radiation (NSSR) with high temporal and spatial resolutions is of great significance to studies of the Earth surface radiation budget, climate change, and some other relevant fields. However, most of the present investigations on the estimation of NSSR focus on the polar-orbit satellite observations which have only one or two images available for a given study area. This study primarily develops a method for obtaining NSSR by directly using the geostationary satellite data, and we provide multi-temporal NSSR estimates in regional scale using the Chinese operational geostationary meteorological satellite FengYun-2E (FY-2E) data. Results indicate a very significant correlation between our estimated NSSR and the tower-based NSSR measurements with the coefficient of determination (R2) of 0.99 and a root mean square error (RMSE) of 27.51 W/m2. The R2 value is 0.99 and RMSE is 15.36 W/m2, excluding winter. This indicates that NSSR can be estimated by using the proposed method which benefits climate change and some other fields at the regional scale with high temporal resolution.
[1] Cess R D, Dutton E G,DeLuisi J J,et al. Determining surface solar absorption from broadband satellite measurements for clear skies:comparisons with surface measurements[J]. Journal of Climate,1991,4:236-247.
[2] Cess R D,Nemesure S,Dutton E G,et al. The impact of clouds on the shortwave radiation budget of the surface-atmosphere system:interfacing measurements and model[J]. Journal of Climate,1993,6:308-316.
[3] Chou M D. The derivation of cloud parameters from satellite-measured radiances for use in surface radiation calculations[J]. Journal of the Atmospheric Sciences,1991,48(13):1549-1559.
[4] Schmetz J. On the relationship between solar net radiative fluxes at the top of the atmosphere and at the surface[J]. Journal of the Atmospheric Sciences,1993,50(8):1122-1132.
[5] Li Z Q,Leighton H G. Estimation of shortwave flux absorbed at the surface from TOA reflected flux[J]. Journal of Climate,1993,6:317-330.
[6] Li Z Q,Leighton H G,Cess R D. Surface net solar radiation estimated from satellite measurements:comparisons with tower observations[J]. Journal of Climate,1993,6:1764-1772.
[7] Masuda K,Leigton H G,Li Z Q.A new parameterization for the determination of solar flux absorbed at the surface from satellite measurements[J]. Journal of climate,1995,8:1615-1629.
[8] Fung K K,Ramaswamy V. On shortwave radiation absorption in overcast atmospheres[J].Journal of Geophysical Research-Atmospheres,1999,104(18):22233-22241.
[9] Deneke H,Feijt A,Lammeren A,et al. Validation of a physical retrieval scheme of solar surface irradiances from narrowband satellite radiances[J]. Journal of Applied Meteorology,2005,44(9):1453-1466.
[10] 唐伯惠. MODIS数据地表短波净辐射与中红外通道地表双向反射率提取方法研究[D].北京:中国科学院大学,2007.
[11] Tang B H,Li Z L,Zhang R H. A direct method for estimating net surface shortwave radiation from MODIS data[J]. Remote Sensing of Environment,2006,103(1):115-126.
[12] Tang B H,Li Z L. Estimation of instantaneous net surface longwave radiation from MODIS cloud-free data[J]. Remote Sensing of Environment,2008,112(9):3482-3492.
[13] 王亚维,宋小宁,唐伯惠,等.基于FY-2C数据的地表温度反演验证:以黄河源区玛曲为例[J].国土资源遥感,2015,27(4):68-72.
[14] 国家卫星气象中心.风云卫星遥感数据服务网[EB/OL].(2014-05-04)[2016-02-05]. http://www.nsmc.cma.gov.cn/NSMC/Home/Index.html.
[15] Pinty B,Ramond D. A method for the estimate of broadband surface albedo from a geostationary satellite[J].Journal of Climate and Applied Meteorology,1987,26:1709-1722.
[16] Pinker R T,Frouin R,Li Z L. A review of satellite methods to derive surface shortwave irradiance[J]. Remote Sensing of Environment,1995,51(1):108-124.
[17] 刘蓉.利用风云气象卫星遥感资料估算黄河源区蒸发量的研究[D].兰州:中国科学院寒区旱区环境与工程研究所,2011.
[18] 王欣,文军,张宇,等.利用我国气象卫星遥感资料估算黄河源区净辐射辐照度的研究[J].太阳能学报,2012,33(2):313-320.
[19] 覃志豪,Zhang M H,Arnon K,等.用陆地卫星TM6数据演算地表温度的单窗算法[J].地理学报,2001,56(4):456-466.
[20] Li Z L,Jia L,Su Z,et al. A new approach for retrieving precipitable water from ATSR2 split-window channel data over land area[J]. International Journal of Remote Sensing,2003,24(24):5095-5117.
[21] Tang B H,Bi Y,Li Z L,et al. Generalized split-window algorithm for estimate of land surface temperature from Chinese geostationary FengYun meteorological satellite (FY-2C) data[J].Sensors,2008,8(2):933-951.
[22] Huang G H,Wang W Z,Zhang X T,et al. Preliminary validation of GLASS-DSSR products using surface measurements collected in arid and semi-arid regions of China[J].International Journal of Digital Earth,2015,6(1):50-68.
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