메뉴 건너뛰기




Volumn 44, Issue 11, 2006, Pages 3452-3461

Prediction of continental-scale evapotranspiration by combining MODIS and AmeriFlux data through support vector machine

Author keywords

AmeriFlux; Evapotranspiration (ET); Moderate Resolution Imaging Spectroradiometer (MODIS); Support vector machines (SVMs)

Indexed keywords

IMAGING SYSTEMS; LEARNING SYSTEMS; MATHEMATICAL MODELS; METEOROLOGY; NEURAL NETWORKS; REMOTE SENSING;

EID: 33750840482     PISSN: 01962892     EISSN: None     Source Type: Journal    
DOI: 10.1109/TGRS.2006.876297     Document Type: Article
Times cited : (158)

References (40)
  • 1
    • 0037567254 scopus 로고    scopus 로고
    • Climate-driven increases in global terrestrial net primary production from 1982 to 1999
    • Jun.
    • R. R. Nemani, C. D. Keeling, H. Hashimoto, W. M. Jolly, S. C. Piper, C. J. Tucker, R. B. Myneni, and S. W. Running, "Climate-driven increases in global terrestrial net primary production from 1982 to 1999," Science, vol. 300, no. 5625, pp. 1560-1563, Jun. 2003.
    • (2003) Science , vol.300 , Issue.5625 , pp. 1560-1563
    • Nemani, R.R.1    Keeling, C.D.2    Hashimoto, H.3    Jolly, W.M.4    Piper, S.C.5    Tucker, C.J.6    Myneni, R.B.7    Running, S.W.8
  • 3
    • 0002173848 scopus 로고
    • On the assessment of surface heat flux and evaporation using large-scale parameters
    • C. H. B. Priestley and R. J. Taylor, "On the assessment of surface heat flux and evaporation using large-scale parameters," Mon. Weather Rev., vol. 100, no. 2, pp. 81-92, 1972.
    • (1972) Mon. Weather Rev. , vol.100 , Issue.2 , pp. 81-92
    • Priestley, C.H.B.1    Taylor, R.J.2
  • 5
    • 0031177875 scopus 로고    scopus 로고
    • Global pattern of potential evaporation calculated from the Penman-Monteith equation using satellite and assimilated data
    • Jul.
    • B. J. Choudhury, "Global pattern of potential evaporation calculated from the Penman-Monteith equation using satellite and assimilated data," Remote Sens. Environ., vol. 61, no. 1, pp. 64-81, Jul. 1997.
    • (1997) Remote Sens. Environ. , vol.61 , Issue.1 , pp. 64-81
    • Choudhury, B.J.1
  • 6
    • 0003655088 scopus 로고    scopus 로고
    • Regional ecosystem simulation: Combining surfaceand satellite-based observations to study linkages between terrestrial energy and mass budgets
    • Missoula, MT: Univ. of Montana
    • P. E. Thornton, "Regional ecosystem simulation: Combining surfaceand satellite-based observations to study linkages between terrestrial energy and mass budgets," in School of Forestry. Missoula, MT: Univ. of Montana, 1998.
    • (1998) School of Forestry
    • Thornton, P.E.1
  • 7
    • 0035879564 scopus 로고    scopus 로고
    • Effects of spatial detail of soil information on watershed modeling
    • Jul.
    • A. X. Zhu and D. Scott Mackay, "Effects of spatial detail of soil information on watershed modeling," J. Hydrol., vol. 248, no. 1, pp. 54-77, Jul. 2001.
    • (2001) J. Hydrol. , vol.248 , Issue.1 , pp. 54-77
    • Zhu, A.X.1    Mackay, D.S.2
  • 8
    • 23744500524 scopus 로고    scopus 로고
    • Evapotranspiration on western U.S. rivers estimated using the enhanced vegetation index from MODIS and data from eddy covariance and Bowen ratio flux towers
    • Aug.
    • P. L. Nagler, R. L. Scott, C. Westenburg, J. R. Cleverly, E. P. Glenn, and A. R. Huete, "Evapotranspiration on western U.S. rivers estimated using the enhanced vegetation index from MODIS and data from eddy covariance and Bowen ratio flux towers," Remote Sens. Environ, vol. 97, no. 3, pp. 337-351, Aug. 2005.
    • (2005) Remote Sens. Environ , vol.97 , Issue.3 , pp. 337-351
    • Nagler, P.L.1    Scott, R.L.2    Westenburg, C.3    Cleverly, J.R.4    Glenn, E.P.5    Huete, A.R.6
  • 9
    • 0028668154 scopus 로고
    • Estimating crop water deficit using the relation between surface air temperature and spectral vegetation index
    • M. Moran, T. Clarke, U. Inoue, and A. Vidal, "Estimating crop water deficit using the relation between surface air temperature and spectral vegetation index," Remote Sens. Environ., vol. 49, no. 3, pp. 246-263, 1994.
    • (1994) Remote Sens. Environ. , vol.49 , Issue.3 , pp. 246-263
    • Moran, M.1    Clarke, T.2    Inoue, U.3    Vidal, A.4
  • 10
    • 0032418987 scopus 로고    scopus 로고
    • The surface energy balance algorithm for land (SEBAL). Part 1. Formulation
    • Dec.
    • W. G. M. Bastiaanssen, M. Menenti, R. A. Feddes, and A. A. M. Holtslag, "The surface energy balance algorithm for land (SEBAL). Part 1. Formulation," J. Hydrol., vol. 212/213, pp. 198-212, Dec. 1998.
    • (1998) J. Hydrol. , vol.212-213 , pp. 198-212
    • Bastiaanssen, W.G.M.1    Menenti, M.2    Feddes, R.A.3    Holtslag, A.A.M.4
  • 11
    • 0038613088 scopus 로고    scopus 로고
    • Development of an evapotranspiration index from Aqua/MODIS for monitoring surface moisture status
    • Feb.
    • K. Nishida, R. R. Nemani, J. M. Glassy, and S. W. Running, "Development of an evapotranspiration index from Aqua/MODIS for monitoring surface moisture status,"IEEE Trans. Geosci. Remote Sens., vol. 41, no. 2, pp. 493-501, Feb. 2003.
    • (2003) IEEE Trans. Geosci. Remote Sens. , vol.41 , Issue.2 , pp. 493-501
    • Nishida, K.1    Nemani, R.R.2    Glassy, J.M.3    Running, S.W.4
  • 12
    • 0035143370 scopus 로고    scopus 로고
    • Estimation of surface evaporation map over Southern Great Plains using remote sensing data
    • L. Jiang and S. Islam, "Estimation of surface evaporation map over Southern Great Plains using remote sensing data," Water Resour. Res., vol. 37, no. 2, pp. 329-340, 2001.
    • (2001) Water Resour. Res. , vol.37 , Issue.2 , pp. 329-340
    • Jiang, L.1    Islam, S.2
  • 13
    • 0025493397 scopus 로고
    • Using spatial context in satellite data to infer regional scale evapotranspiration
    • Sep.
    • J. C. Price, "Using spatial context in satellite data to infer regional scale evapotranspiration," IEEE Trans. Geosci. Remote Sens., vol. 28, no. 5, pp. 940-948, Sep. 1990.
    • (1990) IEEE Trans. Geosci. Remote Sens. , vol.28 , Issue.5 , pp. 940-948
    • Price, J.C.1
  • 14
    • 0030836125 scopus 로고    scopus 로고
    • Estimating local sugarcane evapotranspiration using Landsat TM image and a VITT concept
    • Jan.
    • X. Yang, Q. Zhou, and M. Melville, "Estimating local sugarcane evapotranspiration using Landsat TM image and a VITT concept," Int. J. Remote Sens., vol. 18, no. 2, pp. 453-459, Jan. 1997.
    • (1997) Int. J. Remote Sens. , vol.18 , Issue.2 , pp. 453-459
    • Yang, X.1    Zhou, Q.2    Melville, M.3
  • 15
    • 0024850844 scopus 로고
    • Estimation of regional surface resistance to evapotranspiration from NDVI and thermal-IR AVHRR data
    • R. R. Nemani and S. W. Running, "Estimation of regional surface resistance to evapotranspiration from NDVI and thermal-IR AVHRR data," J. Appl. Meteorol., vol. 28, no. 4, pp. 276-284, 1989.
    • (1989) J. Appl. Meteorol. , vol.28 , Issue.4 , pp. 276-284
    • Nemani, R.R.1    Running, S.W.2
  • 21
    • 0000864140 scopus 로고
    • The necessary and sufficient conditions for consistency in the empirical risk minimization method
    • V. Vapnik and A. Chervonenkis, "The necessary and sufficient conditions for consistency in the empirical risk minimization method," Pattern Recognit. Image Anal., vol. 1, no. 3, pp. 283-305, 1991.
    • (1991) Pattern Recognit. Image Anal. , vol.1 , Issue.3 , pp. 283-305
    • Vapnik, V.1    Chervonenkis, A.2
  • 23
    • 0442311258 scopus 로고    scopus 로고
    • Retrieval of oceanic chlorophyll concentration using support vector machines
    • Dec.
    • H. Zhan, P. Shi, and C. Chen, "Retrieval of oceanic chlorophyll concentration using support vector machines," IEEE Trans. Geosci. Remote Sens., vol. 41, no. 12, pp. 2947-2951, Dec. 2003.
    • (2003) IEEE Trans. Geosci. Remote Sens. , vol.41 , Issue.12 , pp. 2947-2951
    • Zhan, H.1    Shi, P.2    Chen, C.3
  • 24
    • 11144233052 scopus 로고    scopus 로고
    • The influence of vegetation type on the hydrological process at the landscape scale
    • H. Jiang, S. Liu, P. Sun, S. An, G. Zhou, and C. Li, "The influence of vegetation type on the hydrological process at the landscape scale," Can. J. Remote Sens., vol. 30, no. 5, pp. 743-763, 2004.
    • (2004) Can. J. Remote Sens. , vol.30 , Issue.5 , pp. 743-763
    • Jiang, H.1    Liu, S.2    Sun, P.3    An, S.4    Zhou, G.5    Li, C.6
  • 27
    • 0000591427 scopus 로고
    • A feedback approach for the estimation of evapotranspiration using remotely-sensed data
    • G. W. Kite, A. Pietroniro, and T. J. Pultz, Eds. Saskatoon, Canada: Nat. Hydrol. Res. Inst.
    • R. J. Granger, "A feedback approach for the estimation of evapotranspiration using remotely-sensed data," in Proc, Workshop Appl. Remote Sens. Hydrol., G. W. Kite, A. Pietroniro, and T. J. Pultz, Eds. Saskatoon, Canada: Nat. Hydrol. Res. Inst., 1995, vol. 14, pp. 211-222.
    • (1995) Proc, Workshop Appl. Remote Sens. Hydrol. , vol.14 , pp. 211-222
    • Granger, R.J.1
  • 28
    • 0002147631 scopus 로고    scopus 로고
    • Comparison of surface and satellite-derived estimates of evapotranspiration using a feedback algorithm
    • G. W. Kite and T. J. Pultz, Eds. Saskatoon, Canada: Nat. Hydrol. Res. Inst.
    • _, "Comparison of surface and satellite-derived estimates of evapotranspiration using a feedback algorithm," in Proc. Workshop Appl. Remote Sens. Hydrol., G. W. Kite and T. J. Pultz, Eds. Saskatoon, Canada: Nat. Hydrol. Res. Inst., 1997, vol. 17, pp. 71-82.
    • (1997) Proc. Workshop Appl. Remote Sens. Hydrol. , vol.17 , pp. 71-82
  • 29
    • 33750827396 scopus 로고    scopus 로고
    • Subsets of remote sensing products for AmeriFlux sites: MODIS ASCII subsets
    • presented at the Boulder, CO, Oct. 5-7
    • R. B. Cook, S. M. Margle, S. K. Holladay, F. A. Heinsch, and C. B. Schaaf, "Subsets of remote sensing products for AmeriFlux sites: MODIS ASCII subsets" presented at the Ameriflux Annual Meeting, Boulder, CO, Oct. 5-7, 2004. Poster available at http://www.modis.ornl.gov/modis/ modis_presentations.cfm
    • (2004) Ameriflux Annual Meeting
    • Cook, R.B.1    Margle, S.M.2    Holladay, S.K.3    Heinsch, F.A.4    Schaaf, C.B.5
  • 30
    • 0036846044 scopus 로고    scopus 로고
    • Validation of the landsurface temperature products retrieved from terra moderate resolution imaging spectroradiometer data
    • Nov.
    • Z. Wan, Y. Zhang, Q. Zhang, and Z. Li, "Validation of the landsurface temperature products retrieved from Terra Moderate Resolution Imaging Spectroradiometer data," Remote Sens. Environ., vol. 83, no. 1/2, pp. 163-180, Nov. 2002.
    • (2002) Remote Sens. Environ. , vol.83 , Issue.1-2 , pp. 163-180
    • Wan, Z.1    Zhang, Y.2    Zhang, Q.3    Li, Z.4
  • 31
    • 1142293895 scopus 로고    scopus 로고
    • Quality assessment and validation of the MODIS global land surface temperature
    • Jan.
    • _, "Quality assessment and validation of the MODIS global land surface temperature," Int. J. Remote Sens., vol. 25, no. 1, pp. 261-274, Jan. 2004.
    • (2004) Int. J. Remote Sens. , vol.25 , Issue.1 , pp. 261-274
  • 32
    • 0036846393 scopus 로고    scopus 로고
    • Overview of the radiometric and biophysical performance of the MODIS vegetation indices
    • A. Huete, K. Didan, T. Miura, and E. Rodriguez, "Overview of the radiometric and biophysical performance of the MODIS vegetation indices," Remote Sens. Environ., vol. 83, no. 1/2, pp. 195-213, 2002.
    • (2002) Remote Sens. Environ. , vol.83 , Issue.1-2 , pp. 195-213
    • Huete, A.1    Didan, K.2    Miura, T.3    Rodriguez, E.4
  • 33
    • 0242292073 scopus 로고    scopus 로고
    • Multisensor comparisons and validation of MODIS vegetation indices at the semiarid Jornada experimental range
    • Oct.
    • X. Gao, A. R. Huete, and K. Didan, "Multisensor comparisons and validation of MODIS vegetation indices at the semiarid Jornada experimental range," IEEE Trans. Geosci. Remote Sens., vol. 41, no. 10, pp. 2368-2381, Oct. 2003.
    • (2003) IEEE Trans. Geosci. Remote Sens. , vol.41 , Issue.10 , pp. 2368-2381
    • Gao, X.1    Huete, A.R.2    Didan, K.3
  • 34
    • 0038558251 scopus 로고    scopus 로고
    • Geostaionary satellite parameters for surface energy balance
    • Nov.
    • R. T. Pinker, O. Laszlo, J. D. Tarpley, and K. Mitchell, "Geostaionary satellite parameters for surface energy balance," Adv. Space Res., vol. 30, no. 11, pp. 2427-2432, Nov. 2002.
    • (2002) Adv. Space Res. , vol.30 , Issue.11 , pp. 2427-2432
    • Pinker, R.T.1    Laszlo, O.2    Tarpley, J.D.3    Mitchell, K.4
  • 35
    • 26444519262 scopus 로고    scopus 로고
    • Validation of GOES-based isolation estimates using data from the U.S. climate reference network
    • Aug.
    • J. A. Otkin, M. C. Anderson, J. R. Mecikalski, and G. R. Diak, "Validation of GOES-based isolation estimates using data from the U.S. climate reference network," J. Hydmmeteorol., vol. 6, no. 4, pp. 460-475, Aug. 2005.
    • (2005) J. Hydmmeteorol. , vol.6 , Issue.4 , pp. 460-475
    • Otkin, J.A.1    Anderson, M.C.2    Mecikalski, J.R.3    Diak, G.R.4
  • 37
    • 33750796755 scopus 로고    scopus 로고
    • Validation of the consistent-year VOO3 MODIS land cover product
    • NASA Goddard Space Flight Center, Greenbelt, MD
    • M. A. Friedl, "Validation of the consistent-year VOO3 MODIS land cover product," in "Internal PI Document," NASA Goddard Space Flight Center, Greenbelt, MD, 2003.
    • (2003) Internal PI Document
    • Friedl, M.A.1
  • 39
    • 70449753110 scopus 로고    scopus 로고
    • New analysis reveals representativeness of the AmeriFlux network
    • Dec.
    • W. W. Hargrove, F. M. Hoftman, and B. E. Law, "New analysis reveals representativeness of the AmeriFlux network," EOS Tram. AGU. vol. 84, no. 48, pp. 529-544, Dec. 2003.
    • (2003) EOS Tram. AGU. , vol.84 , Issue.48 , pp. 529-544
    • Hargrove, W.W.1    Hoftman, F.M.2    Law, B.E.3
  • 40
    • 84918441630 scopus 로고
    • Geometrical and statistical properties of systems of linear inequalities with applications in pattern recognition
    • Jun.
    • T. M. Cover, "Geometrical and statistical properties of systems of linear inequalities with applications in pattern recognition," IEEE Trans. Electron. Comput., vol. EC-14, no. 3, pp. 326-334, Jun. 1965.
    • (1965) IEEE Trans. Electron. Comput. , vol.EC-14 , Issue.3 , pp. 326-334
    • Cover, T.M.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.