Empirical Algorithms to Map Global Broadband Emissivities Over Vegetated Surfaces

This paper describes two new methods that were used to generate 26 years (1985–2010) of broadband emissivity (BBE) products with spatiotemporal continuity at the global scale from satellite data recorded by the Moderate Resolution Imaging Spectroradiometer (MODIS) and the Advanced Very High Resolution Radiometer (AVHRR). On the basis of emissivity libraries, the study began with establishing relationships for converting channel emissivities of the Advanced Spaceborne Thermal Emission and Reflection Radiometer (ASTER) and MODIS to BBEs for the 8–13.5-$\mu\hbox{m}$ spectral window and then developed two new algorithms from simultaneous ASTER emissivity products to estimate BBEs over vegetated surfaces using the MODIS and AVHRR data. The MODIS-data-based algorithm (MDBA) uses linear equations with MODIS normalized difference vegetation index (NDVI) and seven channels' albedo; the AVHRR-data-based algorithm uses nonlinear equations with AVHRR red and near-infrared reflectances. The proposed algorithms were first validated with ASTER emissivity products. Results indicated that the root-mean-square errors of both the proposed algorithms were less than 0.015 and their biases were less than 0.003. Comparison with MODIS emissivity products from the day/night algorithm showed that the estimated BBEs using the MDBA were generally smaller than the MODIS products. Cross-comparisons were also made between the proposed algorithms and the NDVI threshold method. Finally, strategies for mapping global BBE products from the MODIS and AVHRR data are presented, and some examples are discussed. The global BBE products are planned to be released throughout the network in the near future.

[1]  Joan M. Galve,et al.  Temperature and emissivity separation from ASTER data for low spectral contrast surfaces , 2007 .

[2]  Zhao-Liang Li,et al.  A physics-based algorithm for retrieving land-surface emissivity and temperature from EOS/MODIS data , 1997, IEEE Trans. Geosci. Remote. Sens..

[3]  Xiuji Zhou,et al.  Estimation of surface long wave radiation and broadband emissivity using Moderate Resolution Imaging Spectroradiometer (MODIS) land surface temperature//emissivity products , 2005 .

[4]  Ning Wang,et al.  Land surface emissivity retrieval from satellite data , 2013 .

[5]  J. Soha,et al.  Middle infrared multispectral aircraft scanner data: analysis for geological applications. , 1980, Applied optics.

[6]  Alan R. Gillespie,et al.  Field validation of the ASTER Temperature–Emissivity Separation algorithm , 2009 .

[7]  S. Hook,et al.  The ASTER spectral library version 2.0 , 2009 .

[8]  T. Carlson,et al.  On the relation between NDVI, fractional vegetation cover, and leaf area index , 1997 .

[9]  A. Strahler,et al.  Surface Albedos and Angle-Corrected NDVI from AVHRR Observations of South America , 2000 .

[10]  P. Clifford,et al.  Modifying the t test for assessing the correlation between two spatial processes , 1993 .

[11]  V. Caselles,et al.  Mapping land surface emissivity from NDVI: Application to European, African, and South American areas , 1996 .

[12]  Manfred Owe,et al.  Measurement and spatial variation of thermal infrared surface emissivity in a savanna environment , 1991 .

[13]  M. R. Saradjian,et al.  Evaluating NDVI-based emissivities of MODIS bands 31 and 32 using emissivities derived by Day/Night LST algorithm , 2007 .

[14]  Xiaotong Zhang,et al.  Estimating the Optimal Broadband Emissivity Spectral Range for Calculating Surface Longwave Net Radiation , 2013, IEEE Geoscience and Remote Sensing Letters.

[15]  Yann Kerr,et al.  An experimental study of angular effects on surface temperature for various plant canopies and bare soils , 1995 .

[16]  Shuichi Rokugawa,et al.  Temperature and Emissivity Separation for Multi-band Radiometer and Validation ASTER TES Algorithm , 2003 .

[17]  Simon J. Hook,et al.  ASTER Land Surface Emissivity Database of California and Nevada , 2008 .

[18]  Jeff Dozier,et al.  A generalized split-window algorithm for retrieving land-surface temperature from space , 1996, IEEE Trans. Geosci. Remote. Sens..

[19]  A. Gillespie,et al.  Revisions to the ASTER temperature / emissivity separation algorithm , 2006 .

[20]  Alain Chedin,et al.  Infrared Continental Surface Emissivity Spectra Retrieved from AIRS Hyperspectral Sensor , 2008 .

[21]  R. Dickinson,et al.  Coupling of the Common Land Model to the NCAR Community Climate Model , 2002 .

[22]  N. C. Strugnell,et al.  First operational BRDF, albedo nadir reflectance products from MODIS , 2002 .

[23]  Bo-Hui Tang,et al.  Estimation of broadband surface emissivity from narrowband emissivities. , 2011, Optics express.

[24]  T. Schmugge,et al.  Recovering Surface Temperature and Emissivity from Thermal Infrared Multispectral Data , 1998 .

[25]  Paul M. Ingram,et al.  Sensitivity of iterative spectrally smooth temperature/emissivity separation to algorithmic assumptions and measurement noise , 2001, IEEE Trans. Geosci. Remote. Sens..

[26]  Eva Borbas,et al.  Development of a Global Infrared Land Surface Emissivity Database for Application to Clear Sky Sounding Retrievals from Multispectral Satellite Radiance Measurements , 2008 .

[27]  Catherine Ottlé,et al.  Analytical parameterization of canopy directional emissivity and directional radiance in the thermal infrared. Application on the retrieval of soil and foliage temperatures using two directional measurements , 1997 .

[28]  W. C. Snyder,et al.  Classification-based emissivity for land surface temperature measurement from space , 1998 .

[29]  G. Hulley,et al.  The North American ASTER Land Surface Emissivity Database (NAALSED) Version 2.0 , 2009 .

[30]  Kenta Ogawa,et al.  Relations between albedos and emissivities from MODIS and ASTER data over North African Desert , 2003 .

[31]  T. Schmugge,et al.  Mapping Surface Broadband Emissivity of the Sahara Desert Using ASTER and MODIS Data , 2004 .

[32]  Antonio J. Plaza,et al.  Land Surface Emissivity Retrieval From Different VNIR and TIR Sensors , 2008, IEEE Transactions on Geoscience and Remote Sensing.

[33]  Zhao-Liang Li,et al.  Angular effect of MODIS emissivity products and its application to the split-window algorithm , 2011 .

[34]  C. Justice,et al.  Development of vegetation and soil indices for MODIS-EOS , 1994 .

[35]  Shunlin Liang,et al.  An optimization algorithm for separating land surface temperature and emissivity from multispectral thermal infrared imagery , 2001, IEEE Trans. Geosci. Remote. Sens..

[36]  Qing Xiao,et al.  Unified Optical-Thermal Four-Stream Radiative Transfer Theory for Homogeneous Vegetation Canopies , 2007, IEEE Transactions on Geoscience and Remote Sensing.

[37]  F. Maignan,et al.  Bidirectional reflectance of Earth targets: evaluation of analytical models using a large set of spaceborne measurements with emphasis on the Hot Spot , 2004 .

[38]  Alan R. Gillespie,et al.  Accuracy of ASTER Level-2 thermal-infrared Standard Products of an agricultural area in Spain , 2007 .

[39]  Juan C. Jiménez-Muñoz,et al.  Feasibility of Retrieving Land-Surface Temperature From ASTER TIR Bands Using Two-Channel Algorithms: A Case Study of Agricultural Areas , 2007, IEEE Geoscience and Remote Sensing Letters.

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

[41]  Shunlin Liang,et al.  Evaluation of ASTER and MODIS land surface temperature and emissivity products using long-term surface longwave radiation observations at SURFRAD sites , 2009 .

[42]  Shuichi Rokugawa,et al.  A temperature and emissivity separation algorithm for Advanced Spaceborne Thermal Emission and Reflection Radiometer (ASTER) images , 1998, IEEE Trans. Geosci. Remote. Sens..

[43]  Z. Li,et al.  Temperature-independent spectral indices in thermal infrared bands , 1990 .