Evaluating the Estimation of Net Radiation Based on MODIS Data and CoLM: A Case Study in the Tibetan Plateau

Estimation of net radiation is essential for characterization of the land–atmosphere energy and water exchange processes of the Tibetan Plateau. Two methods are commonly used to estimate the net radiation. Method 1 relies on ground measurements and earth satellite observations, and method 2 relies on the use of a land surface model. Currently, there is no consensus on regarding which of these two methods is the most accurate. In this study, we evaluated net radiation calculated by MODIS land surface temperature products, combined with ground-based incoming shortwave and longwave radiation and albedo measurements, and compare this to performance of the common land model for modeling surface net radiation for the Muztaga site located in the northwest of the Tibetan Plateau at three timescales (half-hourly, hourly, and daily). The results show that the two methods provide similar results, and both methods provide estimates that are notably higher than ground-measured net radiation validations at three different timescales. Estimates of net radiation obtained at half-hourly and hourly timescales closely match the fluctuations in the reference data. However, the daily timescale is too coarse to capture the short-term fluctuations. Thus, this study demonstrates that the shorter timescales are preferred in determining surface net radiation. In addition, compared with method 2, method 1 is more accurate for each of the different timescales.

[1]  Yaoming Ma,et al.  Evaluation of the SEBS for upscaling the evapotranspiration based on in-situ observations over the Tibetan Plateau , 2014 .

[2]  Yaoming Ma,et al.  Using MODIS and AVHRR data to determine regional surface heating field and heat flux distributions over the heterogeneous landscape of the Tibetan Plateau , 2014, Theoretical and Applied Climatology.

[3]  Ann Henderson-Sellers,et al.  Biosphere-atmosphere Transfer Scheme (BATS) for the NCAR Community Climate Model , 1986 .

[4]  Zeng Qingcun,et al.  A land surface model (IAP94) for climate studies part I: Formulation and validation in off-line experiments , 1997 .

[5]  Zhao-Liang Li,et al.  Validation of the land-surface temperature products retrieved from Terra Moderate Resolution Imaging Spectroradiometer data , 2002 .

[6]  B. Bonan,et al.  A Land Surface Model (LSM Version 1.0) for Ecological, Hydrological, and Atmospheric Studies: Technical Description and User's Guide , 1996 .

[7]  Shunlin Liang,et al.  Development of a hybrid method for estimating land surface shortwave net radiation from MODIS data , 2010 .

[8]  Chunlin Huang,et al.  Retrieving soil temperature profile by assimilating MODIS LST products with ensemble Kalman filter , 2008 .

[9]  Rachel T. Pinker,et al.  A satellite approach for estimating regional land surface energy budget for GCIP/GAPP : GEWEX Continental-Scale International Project, Part 3 (GCIP3) , 2003 .

[10]  Toshio Koike,et al.  Turbulent flux transfer over bare-soil surfaces: Characteristics and parameterization , 2008 .

[11]  Binbin Wang,et al.  Estimation of net radiation flux distribution on the southern slopes of the central Himalayas using MODIS data , 2015 .

[12]  Robert E. Dickinson,et al.  A Two-Big-Leaf Model for Canopy Temperature, Photosynthesis, and Stomatal Conductance , 2004 .

[13]  K. Anandakumar A study on the partition of net radiation into heat fluxes on a dry asphalt surface , 1999 .

[14]  Xiwu Zhan,et al.  Land surface temperature data assimilation and its impact on evapotranspiration estimates from the Common Land Model , 2009 .

[15]  Gautam Bisht,et al.  Estimation of the net radiation using MODIS (Moderate Resolution Imaging Spectroradiometer) data for clear sky days , 2005 .

[16]  Shunlin Liang,et al.  The altitudinal dependence of recent rapid warming over the Tibetan Plateau , 2009 .

[17]  R. Snyder,et al.  Data error effects on net radiation and evapotranspiration estimation , 1998 .

[18]  Di Long,et al.  Estimation of daily average net radiation from MODIS data and DEM over the Baiyangdian watershed in North China for clear sky days , 2010 .

[19]  Zhen Li,et al.  Estimating net radiation flux in the Tibetan Plateau by assimilating MODIS LST products with an ensemble Kalman filter and particle filter , 2012, Int. J. Appl. Earth Obs. Geoinformation.

[20]  Martha C. Anderson,et al.  GOES surface insolation to estimate wetlands evapotranspiration , 2002 .

[21]  Shunlin Liang,et al.  Estimation of high-resolution land surface net shortwave radiation from AVIRIS data: Algorithm development and preliminary results , 2015 .

[22]  Albert Olioso,et al.  Uncertainty assessment of surface net radiation derived from Landsat images , 2016 .

[23]  Richard G. Allen,et al.  Measuring versus estimating net radiation and soil heat flux: Impact on Penman-Monteith reference ET estimates in semiarid regions , 2007 .

[24]  T. Yao,et al.  Black soot and the survival of Tibetan glaciers , 2009, Proceedings of the National Academy of Sciences.

[25]  Bernardo Barbosa da Silva,et al.  Determination of instantaneous and daily net radiation from TM – Landsat 5 data in a subtropical watershed , 2015 .

[26]  José A. Sobrino,et al.  Daily net radiation estimated from air temperature and NOAA-AVHRR data: A case study for the Iberian Peninsula , 2001 .

[27]  Shunlin Liang,et al.  Estimating clear-sky all-wave net radiation from combined visible and shortwave infrared (VSWIR) and thermal infrared (TIR) remote sensing data , 2015 .

[28]  Douglas G. Goodin,et al.  Mapping the surface radiation budget and net radiation in a sand hills wetland using a combined modeling/ remote sensing method and Landsat thematic Mapper Imagery , 1995 .

[29]  Ann Henderson-Sellers,et al.  Biosphere-atmosphere transfer scheme(BATS) version 1e as coupled to the NCAR community climate model , 1993 .

[30]  Kun Yang,et al.  A temperature prediction-correction method for estimating surface soil heat flux from soil temperature and moisture data , 2008 .

[31]  Mohsin Hafeez,et al.  Retrieved actual ET using SEBS model from Landsat-5 TM data for irrigation area of Australia , 2012 .

[32]  Bo-Hui Tang,et al.  Estimation of instantaneous net surface longwave radiation from MODIS cloud-free data , 2008 .

[33]  Shengjun Wu,et al.  Estimation of monthly-mean global solar radiation using MODIS atmospheric product over China , 2014 .

[34]  Jonathon S. Wright,et al.  Evaluation of the Common Land Model (CoLM) from the Perspective of Water and Energy Budget Simulation: Towards Inclusion in CMIP6 , 2017 .

[35]  Yaoming Ma,et al.  Combining MODIS, AVHRR and in situ data for evapotranspiration estimation over heterogeneous landscape of the Tibetan Plateau , 2014 .

[36]  B. Law,et al.  Variation of net radiation over heterogeneous surfaces: measurements and simulation in a juniper-sagebrush ecosystem. , 2000 .

[37]  R. Dickinson,et al.  Evaluating common land model energy fluxes using FLUXNET data , 2017, Advances in Atmospheric Sciences.

[38]  Y. Cui,et al.  Assessment of the methods for determining net radiation at different time-scales of meteorological variables , 2017 .

[39]  S. Liang,et al.  Estimating turbulent fluxes through assimilation of geostationary operational environmental satellites data using ensemble Kalman filter , 2011 .

[40]  Xiao-dong Liu,et al.  Climatic warming in the Tibetan Plateau during recent decades , 2000 .

[41]  Xuelong Chen,et al.  Determination of land surface heat fluxes over heterogeneous landscape of the Tibetan Plateau by using the MODIS and in situ data , 2011 .

[42]  R. Dickinson,et al.  The Common Land Model , 2003 .

[43]  J. Randerson,et al.  Continental-scale net radiation and evapotranspiration estimated using MODIS satellite observations , 2011 .

[44]  Gautam Bisht,et al.  Estimation of net radiation from the MODIS data under all sky conditions: Southern Great Plains case study , 2010 .

[45]  D. Randall,et al.  A Revised Land Surface Parameterization (SiB2) for Atmospheric GCMS. Part I: Model Formulation , 1996 .