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Title: GLASS daytime all-wave net radiation product: Algorithm development and preliminary validation

Journal Article · · Remote Sensing
DOI:https://doi.org/10.3390/rs8030222· OSTI ID:1258030
 [1];  [2];  [1];  [1];  [1];  [1];  [1];  [1];  [1]
  1. Beijing Normal University, Beijing, (China). State Key Laboratory of Remote Sensing Science and School of Geography
  2. Beijing Normal University, Beijing, (China). State Key Laboratory of Remote Sensing Science and School of Geography; University of Maryland, College Park, MD, (United States). Department of Geographical Sciences

Mapping surface all-wave net radiation (Rn) is critically needed for various applications. Several existing Rn products from numerical models and satellite observations have coarse spatial resolutions and their accuracies may not meet the requirements of land applications. In this study, we develop the Global LAnd Surface Satellite (GLASS) daytime Rn product at a 5 km spatial resolution. Its algorithm for converting shortwave radiation to all-wave net radiation using the Multivariate Adaptive Regression Splines (MARS) model is determined after comparison with three other algorithms. The validation of the GLASS Rn product based on high-quality in situ measurements in the United States shows a coefficient of determination value of 0.879, an average root mean square error value of 31.61 Wm-2, and an average bias of 17.59 Wm-2. Furthermore, we also compare our product/algorithm with another satellite product (CERES-SYN) and two reanalysis products (MERRA and JRA55), and find that the accuracy of the much higher spatial resolution GLASS Rn product is satisfactory. The GLASS Rn product from 2000 to the present is operational and freely available to the public.

Research Organization:
Oregon State Univ., Corvallis, OR (United States)
Sponsoring Organization:
USDOE
Grant/Contract Number:
FG02-04ER63917
OSTI ID:
1258030
Journal Information:
Remote Sensing, Vol. 8, Issue 3; ISSN 2072-4292
Publisher:
MDPICopyright Statement
Country of Publication:
United States
Language:
English
Citation Metrics:
Cited by: 29 works
Citation information provided by
Web of Science

References (48)

Daily net radiation estimated from air temperature and NOAA-AVHRR data: A case study for the Iberian Peninsula journal January 2001
Satellite-Based Energy Balance for Mapping Evapotranspiration with Internalized Calibration (METRIC)—Model journal August 2007
Evidence for decadal variation in global terrestrial evapotranspiration between 1982 and 2002: 1. Model development journal January 2010
A satellite-based hybrid algorithm to determine the Priestley–Taylor parameter for global terrestrial latent heat flux estimation across multiple biomes journal August 2015
Characterizing the surface radiation budget over the Tibetan Plateau with ground-measured, reanalysis, and remote sensing data sets: 1. Methodology: SRB OF THE TIBETAN PLATEAU, 1 journal September 2013
The energy balance over land and oceans: an assessment based on direct observations and CMIP5 climate models journal December 2014
Review on Estimation of Land Surface Radiation and Energy Budgets From Ground Measurement, Remote Sensing and Model Simulations journal September 2010
Evaluation of the Reanalysis Products from GSFC, NCEP, and ECMWF Using Flux Tower Observations journal March 2012
An assessment of radiation budget data provided by the ISCCP and GEWEX-SRB journal January 2006
Global Energy and Water Budgets in MERRA journal November 2011
The ERA-40 re-analysis journal October 2005
The JRA-55 Reanalysis: General Specifications and Basic Characteristics journal January 2015
NCEP–DOE AMIP-II Reanalysis (R-2) journal November 2002
Clouds and the Earth's Radiant Energy System (CERES): algorithm overview journal July 1998
Modeling Surface Solar Irradiance for Satellite Applications on a Global Scale journal February 1992
Calculation of radiative fluxes from the surface to top of atmosphere based on ISCCP and other global data sets: Refinements of the radiative transfer model and the input data journal January 2004
Analysis of surface incident shortwave radiation from four satellite products journal August 2015
Estimating daily mean land surface albedo from MODIS data: ESTIMATING DAILY MEAN ALBEDO FROM MODIS journal May 2015
Fusion of Satellite Land Surface Albedo Products Across Scales Using a Multiresolution Tree Method in the North Central United States journal June 2014
Estimating clear-sky all-wave net radiation from combined visible and shortwave infrared (VSWIR) and thermal infrared (TIR) remote sensing data journal September 2015
Net Surface Shortwave Radiation from GOES Imagery—Product Evaluation Using Ground-Based Measurements from SURFRAD journal August 2015
Surface Shortwave Net Radiation Estimation from FengYun-3 MERSI Data journal May 2015
Estimation of Daily Surface Shortwave Net Radiation From the Combined MODIS Data journal October 2015
Development of a general model to estimate the instantaneous, daily, and daytime net radiation with satellite data on clear-sky days journal December 2015
Empirical Models for Estimating Net Radiative Flux: A Case Study for Three Mid-Latitude Sites with Orographic Variability journal January 2000
Long-term comparisons of net radiation calculation schemes journal January 2007
Comparison of the performance of net radiation calculation models journal January 2009
Estimating hourly net radiation for leaf wetness duration using the Penman-Monteith equation journal February 2007
Fractional Forest Cover Changes in Northeast China From 1982 to 2011 and Its Relationship With Climatic Variations journal February 2015
Estimating net radiation at surface using artificial neural networks: a new approach journal July 2011
Modelling net radiation at surface using “in situ” netpyrradiometer measurements with artificial neural networks journal May 2011
Surface Daytime Net Radiation Estimation Using Artificial Neural Networks journal November 2014
A long-term Global LAnd Surface Satellite (GLASS) data-set for environmental studies journal December 2013
SURFRAD—A National Surface Radiation Budget Network for Atmospheric Research journal October 2000
Estimation of Daytime Net Radiation from Shortwave Radiation Measurements and Meteorological Observations journal March 2009
Multivariate Adaptive Regression Splines journal March 1991
Empirical estimation of daytime net radiation from shortwave radiation and ancillary information journal October 2015
Generating Global LAnd Surface Satellite incident shortwave radiation and photosynthetically active radiation products from multiple satellite data journal September 2014
Geostationary Enhanced Temporal Interpolation for CERES Flux Products journal June 2013
MERRA: NASA’s Modern-Era Retrospective Analysis for Research and Applications journal July 2011
The JRA-25 Reanalysis journal January 2007
Validating MODIS land surface reflectance and albedo products: methods and preliminary results journal November 2002
A Simple Scheme for Daytime Estimates of the Surface Fluxes from Routine Weather Data journal April 1983
Long-wave radiation from clear skies journal July 1963
A general regression neural network journal January 1991
Use of General Regression Neural Networks for Generating the GLASS Leaf Area Index Product From Time-Series MODIS Surface Reflectance journal January 2014
NCEP–DOE AMIP-II Reanalysis (R-2) journal November 2002
Long-wave radiation from clear skies journal October 1964

Cited By (5)

Comprehensive Assessment of Global Surface Net Radiation Products and Uncertainty Analysis journal February 2018
Recent Progress in Quantitative Land Remote Sensing in China journal September 2018
Surface Shortwave Net Radiation Estimation from Landsat TM/ETM+ Data Using Four Machine Learning Algorithms journal November 2019
Estimation of Surface Downward Shortwave Radiation over China from Himawari-8 AHI Data Based on Random Forest journal January 2020
Validation of Regional-Scale Remote Sensing Products in China: From Site to Network journal November 2016

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