Mapping finer‐resolution land surface emissivity using Landsat images in China

Land surface emissivity is a crucial parameter for obtaining the land surface temperature and estimating the land surface energy budget from remote sensing data. The current emissivity products always have a coarser spatial resolution than the products from the visible and near-infrared data. This study focused on the generation of an emissivity product at a spatial resolution of 30 m using a new global land cover product called Finer Resolution Observation and Monitoring of Global Land Cover (FROM-GLC) and Landsat images. Summer-average emissivity products in four narrowbands (Landsat 5/ Thematic Mapper (TM) Band 6, Landsat 7/ Enhanced Thematic Mapper Plus(ETM+) Band 6, Landsat 8 Thermal Infrared Sensor bands 1 and 2) and two broadbands (3–14 μm and 8–13.5 μm) were produced in China. Results illustrated that the narrowband emissivities ranged from 0.95 to 0.99, whereas the broadband emissivities ranged from 0.93 to 0.99 in the study area. Inter-comparisons in different places showed that the new emissivity was close to Advanced Spaceborne Thermal Emission and Reflection Radiometer (ASTER) emissivity with a difference of about 0.015 for narrowband emissivity and about 0.02 for broadband emissivity on a regional scale. For application purposes, the emissivities were released in the Worldwide Reference System 2 and geographic coordinate systems with several spatial resolutions resampled from its original scale of 30 m.

[1]  J. Sobrino,et al.  Validation of a temperature emissivity separation hybrid method from airborne hyperspectral scanner data and ground measurements in the SEN2FLEX field campaign , 2008 .

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

[3]  Hankui K. Zhang,et al.  Finer resolution observation and monitoring of global land cover: first mapping results with Landsat TM and ETM+ data , 2013 .

[4]  Alexander Ignatov,et al.  Validation of clear-sky radiances over oceans simulated with MODTRAN4.2 and global NCEP GDAS fields against nighttime NOAA15-18 and MetOp-A AVHRR data , 2008 .

[5]  José A. Sobrino,et al.  Satellite-derived land surface temperature: Current status and perspectives , 2013 .

[6]  Bormin Huang,et al.  Accelerating the RTTOV-7 IASI and AMSU-A radiative transfer models on graphics processing units: evaluating central processing unit/graphics processing unit-hybrid and pure-graphics processing unit approaches , 2011 .

[7]  Thomas J. Schmugge,et al.  Comparison of Thermal Infrared Emissivities Retrieved With the Two-Lid Box and the TES Methods With Laboratory Spectra , 2009, IEEE Transactions on Geoscience and Remote Sensing.

[8]  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..

[9]  C. Woodcock,et al.  Improvement and expansion of the Fmask algorithm: cloud, cloud shadow, and snow detection for Landsats 4–7, 8, and Sentinel 2 images , 2015 .

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

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

[12]  Didier Tanré,et al.  Atmospheric water vapor content from spaceborne POLDER measurements , 1999, IEEE Trans. Geosci. Remote. Sens..

[13]  Vince Salomonson,et al.  Development of the Aqua MODIS NDSI fractional snow cover algorithm and validation results , 2006, IEEE Transactions on Geoscience and Remote Sensing.

[14]  Z. Wan New refinements and validation of the MODIS Land-Surface Temperature/Emissivity products , 2008 .

[15]  Jun Li,et al.  An objective methodology for infrared land surface emissivity evaluation , 2010 .

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

[17]  Zhao-Liang Li,et al.  Generalized Split-Window Algorithm for Estimate of Land Surface Temperature from Chinese Geostationary FengYun Meteorological Satellite (FY-2C) Data , 2008, Sensors.

[18]  Bo-Hui Tang,et al.  An improved NDVI-based threshold method for estimating land surface emissivity using MODIS satellite data , 2015 .

[19]  Le Yu,et al.  Improving 30 m global land-cover map FROM-GLC with time series MODIS and auxiliary data sets: a segmentation-based approach , 2013 .

[20]  Bo-Hui Tang,et al.  An application of the Ts–VI triangle method with enhanced edges determination for evapotranspiration estimation from MODIS data in arid and semi-arid regions: Implementation and validation , 2010 .

[21]  Hongliang Fang,et al.  Atmospheric correction of Landsat ETM+ land surface imagery: Part I: Methods , 2001 .

[22]  José A. Sobrino,et al.  Toward remote sensing methods for land cover dynamic monitoring: Application to Morocco , 2000 .

[23]  J. Townshend,et al.  A long-term Global LAnd Surface Satellite (GLASS) data-set for environmental studies , 2013 .

[24]  Shaohua Zhao,et al.  A Practical Split-Window Algorithm for Estimating Land Surface Temperature from Landsat 8 Data , 2015, Remote. Sens..

[25]  S. Goward,et al.  Estimation of air temperature from remotely sensed surface observations , 1997 .

[26]  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..

[27]  Shunlin Liang,et al.  Estimating the broadband longwave emissivity of global bare soil from the MODIS shortwave albedo product , 2014 .

[28]  E. Vermote,et al.  Operational remote sensing of tropospheric aerosol over land from EOS moderate resolution imaging spectroradiometer , 1997 .

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

[30]  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 .

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

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

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

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

[35]  José A. Sobrino,et al.  Surface temperature retrieval from Along Track Scanning Radiometer 2 data: Algorithms and validation , 2004 .

[36]  Jin Chen,et al.  Analysis of NDVI and scaled difference vegetation index retrievals of vegetation fraction , 2006 .

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

[38]  José A. Sobrino,et al.  A Comparative Study of Land Surface Emissivity Retrieval from NOAA Data , 2001 .

[39]  Guangjian Yan,et al.  Empirical Algorithms to Map Global Broadband Emissivities Over Vegetated Surfaces , 2013, IEEE Transactions on Geoscience and Remote Sensing.

[40]  Enric Valor,et al.  Automatic classification-based generation of thermal infrared land surface emissivity maps using AATSR data over Europe , 2012 .

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

[42]  Hongliang Fang,et al.  Atmospheric correction of Landsat ETM+ land surface imagery. I. Methods , 2001, IEEE Trans. Geosci. Remote. Sens..

[43]  Simon J. Hook,et al.  The ASTER Global Emissivity Dataset (ASTER GED): Mapping Earth's emissivity at 100 meter spatial scale , 2015 .

[44]  Frédéric Baret,et al.  A multisensor fusion approach to improve LAI time series , 2011 .

[45]  Martha C. Anderson,et al.  A thermal-based remote sensing technique for routine mapping of land-surface carbon, water and energy fluxes from field to regional scales , 2008 .

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

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

[48]  B. Gao NDWI—A normalized difference water index for remote sensing of vegetation liquid water from space , 1996 .

[49]  Leonardo F. Peres,et al.  Emissivity maps to retrieve land-surface temperature from MSG/SEVIRI , 2005, IEEE Transactions on Geoscience and Remote Sensing.