Land Surface Albedo Estimation With Chinese GF-1 WFV Data in Northwest China

被引:3
作者
Zhou, Hongmin [1 ]
Wang, Zhe [1 ,2 ]
Ma, Wu [1 ]
He, Tao [3 ]
Wan, Huawei [4 ]
Wang, Jindi [1 ]
Liang, Shunlin [5 ]
机构
[1] BNU, Beijing Engn Res Ctr Global Land Remote Sensing P, State Key Lab Remote Sensing Sci, Fac Geog Sci, Beijing 100875, Peoples R China
[2] Henan Polytech Univ, Sch Surveying & Land Informat Engn, Jiaozuo 454000, Henan, Peoples R China
[3] Wuhan Univ, Sch Remote Sensing & Informat Engn, Wuhan 430079, Peoples R China
[4] Minist Environm Protect, Satellite Environm Ctr, Beijing 100094, Peoples R China
[5] Univ Maryland, Dept Geog Sci, College Pk, MD 20742 USA
基金
中国国家自然科学基金;
关键词
Land surface; Remote sensing; Earth; Satellites; Artificial satellites; Estimation; Atmospheric modeling; GF-1 wide field view (WFV) data; high spatial resolution; land surface albedo (LSA); IN-SITU MEASUREMENTS; MODIS; REFLECTANCE; RESOLUTION; RETRIEVAL; ALGORITHM; BRDF; PRODUCTS; MODELS;
D O I
10.1109/JSTARS.2021.3136852
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Land surface albedo (LSA) is one of the driving factors in the energy balance of surface radiation and the interaction between the earth and atmosphere. LSA is an important parameter that is widely used in surface energy balance, medium- and long-term weather forecasting, and global change studies. GF-1 wide field view (WFV) data provide a spatial resolution of 16 m and temporally intensive land surface observations, but efficient algorithm was still lacking for quantitatively land surface parameters estimation. It is essential to improve the data use ability by generating efficient land surface parameter retrieval algorithms. This study proposed an LSA retrieval algorithm by using GF-1 WFV data. Land surface bidirectional reflectance distribution function characteristic parameters were used to represent the non-Lambertian characteristic of land surface. The top of atmosphere (TOA) reflectance is simulated by the 6S radiative transfer model by considering non-Lambertian land surfaces. Linear regression is applied in the TOA reflectance, and LSA is simulated with the surface bidirectional reflectance characteristic parameters to build a lookup table. The proposed algorithm can estimate LSA with high accuracy according to the TOA reflectance without the complex multistep inversion process. The validation results of ground measurements in Northwest China for different land cover types show that the algorithm is effective, and the overall root mean square error was 0.036 when compared with field observation. The algorithm also shows great consistency with Landsat albedo data. The proposed algorithm is of great significance for improving GF data utilization.
引用
收藏
页码:849 / 861
页数:13
相关论文
共 47 条
  • [1] Evaluation of vegetation cover and land-surface albedo in MPI-ESM CMIP5 simulations
    Brovkin, V.
    Boysen, L.
    Raddatz, T.
    Gayler, V.
    Loew, A.
    Claussen, M.
    [J]. JOURNAL OF ADVANCES IN MODELING EARTH SYSTEMS, 2013, 5 (01) : 48 - 57
  • [2] Evaluation of Four Reanalysis Surface Albedo Data Sets in Arctic Using a Satellite Product
    Cao, Yunfeng
    Liang, Shunlin
    He, Tao
    Chen, Xiaona
    [J]. IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2016, 13 (03) : 384 - 388
  • [3] Intercomparison of MODIS albedo retrievals and in situ measurements across the global FLUXNET network
    Cescatti, Alessandro
    Marcolla, Barbara
    Vannan, Suresh K. Santhana
    Pan, Jerry Yun
    Roman, Miguel O.
    Yang, Xiaoyuan
    Ciais, Philippe
    Cook, Robert B.
    Law, Beverly E.
    Matteucci, Giorgio
    Migliavacca, Mirco
    Moors, Eddy
    Richardson, Andrew D.
    Seufert, Guenther
    Schaaf, Crystal B.
    [J]. REMOTE SENSING OF ENVIRONMENT, 2012, 121 : 323 - 334
  • [4] Deriving albedo over cloudy areas with composite inversion
    Chen, Aijun
    Bian, Lingen
    Liu, Yujie
    [J]. GEOINFORMATICS 2007: GEOSPATIAL INFORMATION SCIENCE, PTS 1 AND 2, 2007, 6753
  • [5] DICKINSON RE, 1983, ADV GEOPHYS, V25, P305
  • [6] Radiometric cross-calibration of Gaofen-1 WFV cameras using Landsat-8 OLI images: A solution for large view angle associated problems
    Feng, Lian
    Li, Juan
    Gong, Weishu
    Zhao, Xi
    Chen, Xiaoling
    Pang, Xiaoping
    [J]. REMOTE SENSING OF ENVIRONMENT, 2016, 174 : 56 - 68
  • [7] Derivation of Land Surface Albedo at High Resolution by Combining HJ-1A/B Reflectance Observations with MODIS BRDF Products
    Gao, Bo
    Jia, Li
    Wang, Tianxing
    [J]. REMOTE SENSING, 2014, 6 (09): : 8966 - 8985
  • [8] Geiger B, 2005, EUMETSAT, P41
  • [9] Generating global surface albedo products from multiple geostationary satellites
    Govaerts, Y. M.
    Lattanzio, A.
    Taberner, M.
    Pinty, B.
    [J]. REMOTE SENSING OF ENVIRONMENT, 2008, 112 (06) : 2804 - 2816
  • [10] Retrieval error estimation of surface albedo derived from geostationary large band satellite observations: Application to Meteosat-2 and Meteosat-7 data
    Govaerts, Y. M.
    Lattanzio, A.
    [J]. JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES, 2007, 112 (D5)