In-flight validation and recovery of water surface temperature with Landsat-5 thermal infrared data using an automated high-altitude lake validation site at Lake Tahoe

The absolute radiometric accuracy of the thermal infrared band (B6) of the Thematic Mapper (TM) instrument on the Landsat-5 (L5) satellite was assessed over a period of approximately four years using data from the Lake Tahoe automated validation site (California-Nevada). The Lake Tahoe site was established in July 1999, and measurements of the skin and bulk temperature have been made approximately every 2 min from four permanently moored buoys since mid-1999. Assessment involved using a radiative transfer model to propagate surface skin temperature measurements made at the time of the L5 overpass to predict the at-sensor radiance. The predicted radiance was then convolved with the L5B6 system response function to obtain the predicted L5B6 radiance, which was then compared with the radiance measured by L5B6. Twenty-four cloud-free scenes acquired between 1999 and 2003 were used in the analysis with scene temperatures ranging between 4/spl deg/C and 22/spl deg/C. The results indicate L5B6 had a radiance bias of 2.5% (1.6/spl deg/C) in late 1999, which gradually decreased to 0.8% (0.5/spl deg/C) in mid-2002. Since that time, the bias has remained positive (predicted minus measured) and between 0.3% (0.2/spl deg/C) and 1.4% (0.9/spl deg/C). The cause for the cold bias (L5 radiances are lower than expected) is unresolved, but likely related to changes in instrument temperature associated with changes in instrument usage. The in situ data were then used to develop algorithms to recover the skin and bulk temperature of the water by regressing the L5B6 radiance and the National Center for Environmental Prediction (NCEP) total column water data to either the skin or bulk temperature. Use of the NCEP data provides an alternative approach to the split-window approach used with instruments that have two thermal infrared bands. The results indicate the surface skin and bulk temperature can be recovered with a standard error of 0.6/spl deg/C. This error is larger than errors obtained with other instruments due, in part, to the calibration bias. L5 provides the only long-duration high spatial resolution thermal infrared measurements of the land surface. If these data are to be used effectively in studies designed to monitor change, it is essential to continue to monitor instrument performance in-flight and develop quantitative algorithms for recovering surface temperature.

[1]  Stephen G. Monismith,et al.  An experimental study of the upwelling response of stratified reservoirs to surface shear stress , 1986, Journal of Fluid Mechanics.

[2]  E. F. Bradley,et al.  Cool‐skin and warm‐layer effects on sea surface temperature , 1996 .

[3]  Yasushi Yamaguchi,et al.  Overview of Advanced Spaceborne Thermal Emission and Reflection Radiometer (ASTER) , 1998, IEEE Trans. Geosci. Remote. Sens..

[4]  Thomas M. Powell,et al.  Wind-driven surface transport in stratified closed basins Direct versus residual circulations , 1986 .

[5]  Julia A. Barsi,et al.  Landsat TM and ETM+ thermal band calibration , 2003, SPIE Optics + Photonics.

[6]  Julia A. Barsi,et al.  An Atmospheric Correction Parameter Calculator for a single thermal band earth-sensing instrument , 2003, IGARSS 2003. 2003 IEEE International Geoscience and Remote Sensing Symposium. Proceedings (IEEE Cat. No.03CH37477).

[7]  Stephen G. Monismith,et al.  Wind‐forced motions in stratified lakes and their effect on mixed‐layer shear , 1985 .

[8]  William J. Emery,et al.  The Behavior of the Bulk – Skin Sea Surface Temperature Difference under Varying Wind Speed and Heat Flux , 1996 .

[9]  Peter J. Minnett,et al.  The Miami2001 Infrared Radiometer Calibration and Intercomparison. Part I: Laboratory Characterization of Blackbody Targets , 2004 .

[10]  Kristina B. Katsaros,et al.  The sea surface temperature deviation at very low wind speeds; is there a limit? , 1977 .

[11]  John Turner,et al.  Implications of the oceanic thermal skin temperature deviation at high wind speed , 1999 .

[12]  I. J. Barton,et al.  Satellite-derived sea surface temperatures: Current status , 1995 .

[13]  William J. Volchok,et al.  Thematic Mapper thermal infrared calibration , 1985 .

[14]  Peter J. Minnett,et al.  An Independent Assessment of Pathfinder AVHRR Sea Surface Temperature Accuracy Using the Marine Atmosphere Emitted Radiance Interferometer (MAERI) , 2000 .

[15]  Peter J. Minnett,et al.  The Miami2001 Infrared Radiometer Calibration and Intercomparison. Part II: Shipboard Results , 2004 .

[16]  Thomas M. Powell,et al.  Surface temperature and transport in Lake Tahoe: inferences from satellite (AVHRR) imagery , 1987 .

[17]  C. Donlon,et al.  Toward Improved Validation of Satellite Sea Surface Skin Temperature Measurements for Climate Research , 2002 .

[18]  Christopher J. Merchant,et al.  Direct observations of skin‐bulk SST variability , 2000 .

[19]  Peter Schlüssel,et al.  Evolution of cool skin and direct air-sea gas transfer coefficient during daytime , 1996 .

[20]  A. M. Zavody,et al.  A radiative transfer model for sea surface temperature retrieval for the along‐track scanning radiometer , 1995 .

[21]  John R. Schott,et al.  Calibration history of Landsat thermal data , 2002, IEEE International Geoscience and Remote Sensing Symposium.

[22]  William G. Pichel,et al.  Comparative performance of AVHRR‐based multichannel sea surface temperatures , 1985 .

[23]  W. Timothy Liu,et al.  Heat thermal structure in the interfacial boundary layer measured in an open tank of water in turbulent free convection , 1977, Journal of Fluid Mechanics.

[24]  Clifford Hiley Mortimer,et al.  Water movements in lakes during summer stratification; evidence from the distribution of temperature in Windermere , 1952, Philosophical Transactions of the Royal Society of London. Series B, Biological Sciences.

[25]  John R. Schott,et al.  Thematic Mapper, Band 6, Radiometric Calibration And Assessment , 1988, Defense, Security, and Sensing.

[26]  Ian S. Robinson,et al.  Radiometric Validation of ERS-1 Along-Track Scanning Radiometer Average Sea Surface Temperature in the Atlantic Ocean , 1998 .

[27]  William J. Emery,et al.  Comparison of satellite‐derived sea surface temperatures with in situ skin measurements , 1987 .

[28]  V. Salomonson,et al.  MODIS: advanced facility instrument for studies of the Earth as a system , 1989 .

[29]  A. Berk MODTRAN : A moderate resolution model for LOWTRAN7 , 1989 .

[30]  Simon J. Hook,et al.  Retrieval of Lake Bulk and Skin Temperatures Using Along-Track Scanning Radiometer ( ATSR-2 ) Data : A Case Study Using Lake Tahoe , 2002 .

[31]  John Sapper,et al.  The development and operational application of nonlinear algorithms for the measurement of sea surface temperatures with the NOAA polar‐orbiting environmental satellites , 1998 .