Estimation of surface air temperature over central and eastern Eurasia from MODIS land surface temperature

被引:79
作者
Shen, Suhung [1 ,2 ]
Leptoukh, Gregory G. [1 ]
机构
[1] NASA, Goddard Space Flight Ctr, Greenbelt, MD 20771 USA
[2] George Mason Univ, Fairfax, VA 22030 USA
来源
ENVIRONMENTAL RESEARCH LETTERS | 2011年 / 6卷 / 04期
关键词
surface air temperature; land surface temperature; remote sensing; land cover types; INFLUENZA;
D O I
10.1088/1748-9326/6/4/045206
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Surface air temperature (T-a) is a critical variable in the energy and water cycle of the Earth-atmosphere system and is a key input element for hydrology and land surface models. This is a preliminary study to evaluate estimation of T-a from satellite remotely sensed land surface temperature (T-s) by using MODIS-Terra data over two Eurasia regions: northern China and fUSSR. High correlations are observed in both regions between station-measured T-a and MODIS T-s. The relationships between the maximum T-a and daytime T-s depend significantly on land cover types, but the minimum T-a and nighttime T-s have little dependence on the land cover types. The largest difference between maximum T-a and daytime T-s appears over the barren and sparsely vegetated area during the summer time. Using a linear regression method, the daily maximum T-a were estimated from 1 km resolution MODIS T-s under clear-sky conditions with coefficients calculated based on land cover types, while the minimum T-a were estimated without considering land cover types. The uncertainty, mean absolute error (MAE), of the estimated maximum T-a varies from 2.4 degrees C over closed shrublands to 3.2 degrees C over grasslands, and the MAE of the estimated minimum T-a is about 3.0 degrees C.
引用
收藏
页数:8
相关论文
共 23 条
  • [1] Acker J. G., 2007, EOS T AGU, V88, P14, DOI [10.1029/2007EO020003, DOI 10.1029/2007E0020003]
  • [2] [Anonymous], 1999, MODIS DOC
  • [3] Giovanni: A Web Service Workflow-Based Data Visualization and Analysis System
    Berrick, Stephen W.
    Leptoukh, Gregory
    Farley, John D.
    Rui, Hualan
    [J]. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2009, 47 (01): : 106 - 113
  • [4] Temperature-based and radiance-based validations of the V5 MODIS land surface temperature product
    Coll, Cesar
    Wan, Zhengming
    Galve, Joan M.
    [J]. JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES, 2009, 114
  • [5] Colombi A., 2007, EARSeL eProceedings, V6, P38
  • [6] Crop growth modelling and crop yield forecasting using satellite-derived meteorological inputs
    de Wit, A. J. W.
    van Diepen, C. A.
    [J]. INTERNATIONAL JOURNAL OF APPLIED EARTH OBSERVATION AND GEOINFORMATION, 2008, 10 (04): : 414 - 425
  • [7] The Effects of Weather and Climate on the Seasonality of Influenza: What We Know and What We Need to Know
    Fuhrmann, Christopher
    [J]. GEOGRAPHY COMPASS, 2010, 4 (07): : 718 - 730
  • [8] Land surface skin temperature climatology: benefitting from the strengths of satellite observations
    Jin, Menglin
    Dickinson, Robert E.
    [J]. ENVIRONMENTAL RESEARCH LETTERS, 2010, 5 (04):
  • [9] Land Processes DAAC, 2008, MODIS REPR TOOL US M
  • [10] NASA NEESPI Data and Services Center for Satellite Remote Sensing Information
    Leptoukh, Gregory
    Csiszar, Ivan
    Romanov, Peter
    Shen, Suhung
    Loboda, Tatiana
    Gerasimov, Irina
    [J]. ENVIRONMENTAL RESEARCH LETTERS, 2007, 2 (04):