Use of In Situ and Airborne Multiangle Data to Assess MODIS- and Landsat-Based Estimates of Directional Reflectance and Albedo

被引:96
作者
Roman, Miguel O. [1 ]
Gatebe, Charles K. [1 ,2 ]
Shuai, Yanmin [1 ,3 ]
Wang, Zhuosen [4 ,5 ]
Gao, Feng [6 ]
Masek, Jeffrey G. [1 ]
He, Tao [7 ]
Liang, Shunlin [7 ]
Schaaf, Crystal B. [4 ,5 ]
机构
[1] NASA, Goddard Space Flight Ctr, Greenbelt, MD 20771 USA
[2] Univ Space Res Assoc, Columbia, MD 21044 USA
[3] Earth Resources Technol Inc, Laurel, MD 20707 USA
[4] Univ Massachusetts, Dept Environm Earth & Ocean Sci, Boston, MA 02125 USA
[5] Boston Univ, Ctr Remote Sensing, Dept Geog & Environm, Boston, MA 02215 USA
[6] ARS, USDA, Hydrol & Remote Sensing Lab, Beltsville, MD 20705 USA
[7] Univ Maryland, Dept Geog Sci, College Pk, MD 20742 USA
来源
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING | 2013年 / 51卷 / 03期
基金
美国国家航空航天局;
关键词
Biosphere; ecosystems; land surface; remote sensing; BIDIRECTIONAL REFLECTANCE; SURFACE REFLECTANCE; RETRIEVALS; VALIDATION; BRDF; RESOLUTION; ALGORITHM; MODEL; CONSISTENCY; RADIATION;
D O I
10.1109/TGRS.2013.2243457
中图分类号
P3 [地球物理学]; P59 [地球化学];
学科分类号
0708 ; 070902 ;
摘要
The quantification of uncertainty in satellite-derived global surface albedo products is a critical aspect in producing complete, physically consistent, and decadal land property data records for studying ecosystem change. A challenge in validating albedo measurements acquired from space is the ability to overcome the spatial scaling errors that can produce disagreements between satellite and field-measured values. Here, we present the results from an accuracy assessment of MODIS and Landsat-TM albedo retrievals, based on collocated comparisons with tower and airborne Cloud Absorption Radiometer (CAR) measurements collected during the 2007 Cloud and Land Surface Interaction Campaign (CLASIC). The initial focus was on evaluating inter-sensor consistency through comparisons of intrinsic bidirectional reflectance estimates. Local and regional assessments were then performed to obtain estimates of the resulting scaling uncertainties, and to establish the accuracy of albedo reconstructions during extended periods of precipitation. In general, the satellite-derived estimates met the accuracy requirements established for the high-qualityMODIS operational albedos at 500 m (the greater of 0.02 units or +/- 10% of surface measured values). However, results reveal a high degree of variability in the root-mean-square error (RMSE) and bias of MODIS visible (0.3-0.7 mu m) and Landsat-TM shortwave (0.3-5.0 mu m) albedos; where, in some cases, retrieval uncertainties were found to be in excess of 15%. Results suggest that an overall improvement in MODIS shortwave albedo retrieval accuracy of 7.8%, based on comparisons between MODIS and CAR albedos, resulted from the removal of sub-grid scale mismatch errors when directly scaling-up the tower measurements to the MODIS satellite footprint.
引用
收藏
页码:1393 / 1404
页数:12
相关论文
共 55 条
  • [1] [Anonymous], 1999, MODIS DOC
  • [2] [Anonymous], 1989, Applied Geostatistics
  • [3] An update on SURFRAD - The GCOS Surface Radiation budget network for the continental United States
    Augustine, JA
    Hodges, GB
    Cornwall, CR
    Michalsky, JJ
    Medina, CI
    [J]. JOURNAL OF ATMOSPHERIC AND OCEANIC TECHNOLOGY, 2005, 22 (10) : 1460 - 1472
  • [4] Variability of the surface radiation budget over the United States from 1996 through 2011 from high-quality measurements
    Augustine, John A.
    Dutton, Ellsworth G.
    [J]. JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES, 2013, 118 (01) : 43 - 53
  • [5] MODTRAN5: A reformulated atmospheric band model with auxiliary species and practical multiple scattering options
    Berk, A
    Cooley, TW
    Anderson, GP
    Acharya, PK
    Bernstein, LS
    Muratov, L
    Lee, J
    Fox, M
    Adler-Golden, SM
    Chetwynd, JH
    Hoke, ML
    Lockwood, RB
    Gardner, JA
    Lewis, PE
    [J]. REMOTE SENSING OF CLOUDS AND THE ATMOSPHERE IX, 2004, 5571 : 78 - 85
  • [6] Combined Passive and Active Microwave Observations of Soil Moisture During CLASIC
    Bindlish, Rajat
    Jackson, Thomas
    Sun, Ruijing
    Cosh, Michael
    Yueh, Simon
    Dinardo, Steve
    [J]. IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2009, 6 (04) : 644 - 648
  • [7] The use of transfer radiometers in validating the visible to shortwave infrared calibrations of radiance sources used by instruments in NASA's Earth Observing System
    Butler, JJ
    Barnes, RA
    [J]. METROLOGIA, 2003, 40 (01) : S70 - S77
  • [8] Carroll SS, 1996, WATER RESOUR BULL, V32, P267
  • [9] Intercomparison of MODIS albedo retrievals and in situ measurements across the global FLUXNET network
    Cescatti, Alessandro
    Marcolla, Barbara
    Vannan, Suresh K. Santhana
    Pan, Jerry Yun
    Roman, Miguel O.
    Yang, Xiaoyuan
    Ciais, Philippe
    Cook, Robert B.
    Law, Beverly E.
    Matteucci, Giorgio
    Migliavacca, Mirco
    Moors, Eddy
    Richardson, Andrew D.
    Seufert, Guenther
    Schaaf, Crystal B.
    [J]. REMOTE SENSING OF ENVIRONMENT, 2012, 121 : 323 - 334
  • [10] Aircraft measurements of spectral surface albedo and its consistency with ground-based and space-borne observations
    Coddington, Odele
    Schmidt, K. Sebastian
    Pilewskie, Peter
    Gore, Warren J.
    Bergstrom, Robert W.
    Roman, Miguel
    Redemann, Jens
    Russell, Philip B.
    Liu, Jicheng
    Schaaf, Crystal C.
    [J]. JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES, 2008, 113 (D17)