Validation of AMSR-E soil moisture using L-band airborne radiometer data from National Airborne Field Experiment 2006

被引:49
作者
Mladenova, Iliana [1 ,2 ]
Lakshmi, Venkat [2 ]
Jackson, Thomas J. [3 ]
Walker, Jeffrey P. [4 ,7 ]
Merlin, Olivier [4 ,5 ]
de Jeu, Richard A. M. [6 ]
机构
[1] ARS, USDA, Hydrol & Remote Sensing Lab BARC W, Beltsville, MD 20705 USA
[2] Univ S Carolina, Dept Geol Sci, Columbia, SC 29208 USA
[3] USDA, Hydrol & Remote Sensing Lab, Beltsville, MD 20705 USA
[4] Univ Melbourne, Dept Civil & Environm Engn, Melbourne, Vic, Australia
[5] Ctr Etud Spatieles BIOsphere, Toulouse, France
[6] Vrije Univ Amsterdam, Dept Hydrol & GeoEnvironm Sci, Amsterdam, Netherlands
[7] Monash Univ, Dept Civil Engn, Melbourne, Vic 3004, Australia
关键词
Algorithm validation; AMSR-E; Irrigation; L-band radiometry; NAFE; Rice paddies; Standing water; VEGETATION OPTICAL DEPTH; MICROWAVE EMISSION; RETRIEVAL; METHODOLOGY; MODEL; PSR;
D O I
10.1016/j.rse.2011.04.011
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
AMSR-E has been extensively evaluated under a wide range of ground and climate conditions using in situ and aircraft data, where the latter were primarily used for assessing the T-B calibration accuracy. However, none of the previous work evaluates AMSR-E performance under the conditions of flood irrigation or other forms of standing water. Also, it should be mentioned that global soil moisture retrievals from AMSR-E typically utilize X-band data. Here, C-band based AMSR-E soil moisture estimates are evaluated using 1 km resolution retrievals derived from L-band aircraft data collected during the National Airborne Field Experiment (NAFE'06) field campaign in November 2006. NAFE'06 was conducted in the Murrumbidgee catchment area in southeastern Australia, which offers diverse ground conditions, including extensive areas with dryland, irrigation, and rice fields. The data allowed us to examine the impact of irrigation and standing water on the accuracy of satellite-derived soil moisture estimates from AMSR-E using passive microwave remote sensing. It was expected that in fields with standing water, the satellite estimates would have a lower accuracy as compared to soil moisture values over the rest of the domain. Results showed sensitivity of the AMSR-E to changes in soil moisture caused by both precipitation and irrigation, as well as good spatial (average R = 0.92 and RMSD = 0.049 m(3)/m(3)) and temporal (R = 0.94 and RMSD = 0.04 m(3)/m(3)) agreement between the satellite and aircraft soil moisture retrievals; however, under the NAFE'06 ground conditions, the satellite retrievals consistently overestimated the soil moisture conditions compared to the aircraft. Published by Elsevier Inc.
引用
收藏
页码:2096 / 2103
页数:8
相关论文
共 38 条
[11]   MICROWAVE DIELECTRIC BEHAVIOR OF WET SOIL .2. DIELECTRIC MIXING MODELS [J].
DOBSON, MC ;
ULABY, FT ;
HALLIKAINEN, MT ;
ELRAYES, MA .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 1985, 23 (01) :35-46
[12]   An evaluation of AMSR-E derived soil moisture over Australia [J].
Draper, Clara S. ;
Walker, Jeffrey P. ;
Steinle, Peter J. ;
de Jeu, Richard A. M. ;
Holmes, Thomas R. H. .
REMOTE SENSING OF ENVIRONMENT, 2009, 113 (04) :703-710
[13]   MEASURING SURFACE SOIL-MOISTURE USING PASSIVE MICROWAVE REMOTE-SENSING .3. [J].
JACKSON, TJ .
HYDROLOGICAL PROCESSES, 1993, 7 (02) :139-152
[14]   Polarimetric scanning radiometer C- and X-band microwave observations during SMEX03 [J].
Jackson, TJ ;
Bindlish, R ;
Gasiewski, AJ ;
Stankov, B ;
Klein, M ;
Njoku, EG ;
Bosch, D ;
Coleman, TL ;
Laymon, CA ;
Starks, P .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2005, 43 (11) :2418-2430
[15]  
JACKSON TJ, 2004, ITALIAN J REMOTE SEN, V30, P37
[16]   Evaluation of AMSR-E-derived soil moisture retrievals using ground-based and PSR airborne data during SMEX02 [J].
McCabe, MF ;
Gao, H ;
Wood, EF .
JOURNAL OF HYDROMETEOROLOGY, 2005, 6 (06) :864-877
[17]   Analytical derivation of the vegetation optical depth from the microwave polarization difference index [J].
Meesters, AGCA ;
De Jeu, RAM ;
Owe, M .
IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2005, 2 (02) :121-123
[18]   The NAFE'06 data set: Towards soil moisture retrieval at intermediate resolution [J].
Merlin, Olivier ;
Walker, Jeffrey P. ;
Kalma, Jetse D. ;
Kim, Edward J. ;
Hacker, Jorg ;
Panciera, Rocco ;
Young, Rodger ;
Summerell, Gregory ;
Hornbuckle, John ;
Hafeez, Mohsin ;
Jackson, Thomas .
ADVANCES IN WATER RESOURCES, 2008, 31 (11) :1444-1455
[19]   Assessing the SMOS Soil Moisture Retrieval Parameters With High-Resolution NAFE'06 Data [J].
Merlin, Olivier ;
Walker, Jeffrey Phillip ;
Panciera, Rocco ;
Jose Escorihuela, Maria ;
Jackson, Thomas J. .
IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2009, 6 (04) :635-639
[20]  
MO T, 1982, J HYDROL, V184, P101