메뉴 건너뛰기




Volumn 46, Issue 9, 2008, Pages 2692-2707

Downscaling and forecasting of evapotranspiration using a synthetic model of wavelets and support vector machines

Author keywords

Data management; Learning systems; Multiresolution techniques; Water resources; Wavelet transforms

Indexed keywords

DISCRETE WAVELET TRANSFORMS; ELECTRIC FAULT CURRENTS; EVAPOTRANSPIRATION; FORECASTING; IMAGE ENHANCEMENT; IMAGE RETRIEVAL; LAWS AND LEGISLATION; LEARNING SYSTEMS; MATHEMATICAL TRANSFORMATIONS; TWO DIMENSIONAL; VECTORS; WATER CONSERVATION; WATER MANAGEMENT; WAVELET TRANSFORMS;

EID: 50549085536     PISSN: 01962892     EISSN: None     Source Type: Journal    
DOI: 10.1109/TGRS.2008.919819     Document Type: Article
Times cited : (45)

References (46)
  • 1
    • 33846368024 scopus 로고    scopus 로고
    • Putting the 'vap' into evaporation
    • Jan
    • W. J. Shuttleworth, "Putting the 'vap' into evaporation," Hydrol. Earth Syst. Sci., vol. 11, no. 1, pp. 210-244, Jan. 2007.
    • (2007) Hydrol. Earth Syst. Sci , vol.11 , Issue.1 , pp. 210-244
    • Shuttleworth, W.J.1
  • 3
    • 21444457279 scopus 로고    scopus 로고
    • Review on estimation of evapotranspiration from remote sensing data: From empirical to numerical modeling approaches
    • Nov
    • D. Courault, B. Seguin, and A. Olioso, "Review on estimation of evapotranspiration from remote sensing data: From empirical to numerical modeling approaches," Irrig. Drain. Syst., vol. 19, no. 3/4, pp. 223-249, Nov. 2005.
    • (2005) Irrig. Drain. Syst , vol.19 , Issue.3-4 , pp. 223-249
    • Courault, D.1    Seguin, B.2    Olioso, A.3
  • 4
    • 0028992325 scopus 로고
    • Effects of spatial variability and scale on areally averaged evapotranspiration
    • J. S. Famiglietti and E. F. Wood, "Effects of spatial variability and scale on areally averaged evapotranspiration," Water Resour. Res., vol. 31, no. 3, pp. 699-712, 1995.
    • (1995) Water Resour. Res , vol.31 , Issue.3 , pp. 699-712
    • Famiglietti, J.S.1    Wood, E.F.2
  • 6
    • 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
  • 8
    • 0038782818 scopus 로고    scopus 로고
    • An intercomparison of regional latent heat flux estimation using remote sensing data
    • Jun
    • L. Jiang and S. Islam, "An intercomparison of regional latent heat flux estimation using remote sensing data," Int. J. Remote Sem., vol. 24, no. 11, pp. 2221-2236, Jun. 2003.
    • (2003) Int. J. Remote Sem , vol.24 , Issue.11 , pp. 2221-2236
    • Jiang, L.1    Islam, S.2
  • 9
    • 0029515392 scopus 로고
    • Source approach for estimating soil and vegetation energy fluxes in observations of directional radiometric surface temperature
    • Dec
    • J. M. Norman, W. P. Kustas, and K. S. Humes, "Source approach for estimating soil and vegetation energy fluxes in observations of directional radiometric surface temperature," Agric. For. Meteorol., vol. 77, no. 3/4, pp. 263-293, Dec. 1995.
    • (1995) Agric. For. Meteorol , vol.77 , Issue.3-4 , pp. 263-293
    • Norman, J.M.1    Kustas, W.P.2    Humes, K.S.3
  • 10
    • 0032418987 scopus 로고    scopus 로고
    • A remote sensing surface energy balance algorithm for land (SEBAL). 1. Formulation
    • Dec
    • W. G. M. Bastiaanssen, M. Menenti, R. A. Feddes, and A. A. M. Holtslag, "A remote sensing surface energy balance algorithm for land (SEBAL). 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
    • 0036130714 scopus 로고    scopus 로고
    • The surface energy balance system. (SEBS) for estimation of turbulent heat fluxes
    • Z. Su, "The surface energy balance system. (SEBS) for estimation of turbulent heat fluxes," Hydrol. Earth Syst. Sci., vol. 6, no. 1, pp. 85-99, 2002.
    • (2002) Hydrol. Earth Syst. Sci , vol.6 , Issue.1 , pp. 85-99
    • Su, Z.1
  • 12
    • 0024850844 scopus 로고
    • Estimation of regional surface resistance to evapotranspiration from NDVI and thermal-IR AVHRR data
    • Apr
    • 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, Apr. 1989.
    • (1989) J. Appl. Meteorol , vol.28 , Issue.4 , pp. 276-284
    • Nemani, R.R.1    Running, S.W.2
  • 13
    • 0028668154 scopus 로고
    • Estimating crop water deficit using the relation between surface-air temperature and spectral vegetation index
    • Sep
    • 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, Sep. 1994.
    • (1994) Remote Sens. Environ , vol.49 , Issue.3 , pp. 246-263
    • Moran, M.1    Clarke, T.2    Inoue, U.3    Vidal, A.4
  • 14
    • 0031246205 scopus 로고    scopus 로고
    • A verification of the 'triangle' method for obtaining surface soil water content and energy fluxes from remote measurements of the normalized diference vegetation index (NDVI) and surface radiant temperature
    • Oct
    • R. R. Gillies, T. N. Carlson, J. Cui, W. P. Kustas, and K. S. Humes, "A verification of the 'triangle' method for obtaining surface soil water content and energy fluxes from remote measurements of the normalized diference vegetation index (NDVI) and surface radiant temperature," Int. J. Remote Sem., vol. 18, no. 15, pp. 3145-3166, Oct. 1997.
    • (1997) Int. J. Remote Sem , vol.18 , Issue.15 , pp. 3145-3166
    • Gillies, R.R.1    Carlson, T.N.2    Cui, J.3    Kustas, W.P.4    Humes, K.S.5
  • 15
    • 36549089982 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 Sem., vol. 41, no. 2, pp. 493-501, Feb. 2003.
    • (2003) IEEE Trans. Geosci. Remote Sem , vol.41 , Issue.2 , pp. 493-501
    • Nishida, K.1    Nemani, R.R.2    Glassy, J.M.3    Running, S.W.4
  • 16
    • 33750840482 scopus 로고    scopus 로고
    • Prediction of continental-scale evapotranspiration by combining MODIS and AmeriFlux data through support vector machine
    • Nov
    • F. Yang, M. White, A. Michaelis, K. Ichii, H. Hashimoto, P. Votava, A. X. Zhu, and R. R. Nemani, "Prediction of continental-scale evapotranspiration by combining MODIS and AmeriFlux data through support vector machine," IEEE Trans. Geosci. Remote Sens., vol. 44, no. 11, pp. 3452-3461, Nov. 2006.
    • (2006) IEEE Trans. Geosci. Remote Sens , vol.44 , Issue.11 , pp. 3452-3461
    • Yang, F.1    White, M.2    Michaelis, A.3    Ichii, K.4    Hashimoto, H.5    Votava, P.6    Zhu, A.X.7    Nemani, R.R.8
  • 17
    • 0001633245 scopus 로고    scopus 로고
    • D. Baldocchi, E. Falge, L. Gu, R. Olson, D. Hollinger, S. Running, P. Anthoni, C. Bernhofer, K. Davis, R. Evans, J. Fuentes, A. Goldstein, G. Katul, B. E. Law, X. Lee, Y. Malhi, T. Meyers, W. Munger, W. Oechel, K. T. Paw, U. K. Pilegaard, H. P. Schmid, R. Valentini, S. Verma, T. Vesala, K. Wilson, and S. Wofsy, FLUXNET: A new tool to study the temporal and spatial variability of ecosystem-scale carbon dioxide, water vapor, and energy flux densities, Bull Amer. Meteorol Soc., 82, no. 11, pp. 2415-2434, Nov. 2001.
    • D. Baldocchi, E. Falge, L. Gu, R. Olson, D. Hollinger, S. Running, P. Anthoni, C. Bernhofer, K. Davis, R. Evans, J. Fuentes, A. Goldstein, G. Katul, B. E. Law, X. Lee, Y. Malhi, T. Meyers, W. Munger, W. Oechel, K. T. Paw, U. K. Pilegaard, H. P. Schmid, R. Valentini, S. Verma, T. Vesala, K. Wilson, and S. Wofsy, "FLUXNET: A new tool to study the temporal and spatial variability of ecosystem-scale carbon dioxide, water vapor, and energy flux densities," Bull Amer. Meteorol Soc., vol. 82, no. 11, pp. 2415-2434, Nov. 2001.
  • 18
    • 0038104737 scopus 로고    scopus 로고
    • Estimating subpixel surface temperatures and energy fluxes from the vegetation index-radiometric temperature relationship
    • Jun
    • W. P. Kustas, J. N. Norman, M. C. Anderson, and A. N. French, "Estimating subpixel surface temperatures and energy fluxes from the vegetation index-radiometric temperature relationship," Remote Sens. Environ., vol. 85, no. 4, pp. 429-440, Jun. 2003.
    • (2003) Remote Sens. Environ , vol.85 , Issue.4 , pp. 429-440
    • Kustas, W.P.1    Norman, J.N.2    Anderson, M.C.3    French, A.N.4
  • 19
    • 33646204451 scopus 로고    scopus 로고
    • Spatial and temporal patterns of land surface fluxes from remotely sensed surface temperatures within an uncertainty modeling framework
    • M. F. McCabe, J. D. Kalma, and S. W. Franks, "Spatial and temporal patterns of land surface fluxes from remotely sensed surface temperatures within an uncertainty modeling framework," Hydrol. Earth Syst. Sci., vol. 9, no. 5, pp. 467-480, 2005.
    • (2005) Hydrol. Earth Syst. Sci , vol.9 , Issue.5 , pp. 467-480
    • McCabe, M.F.1    Kalma, J.D.2    Franks, S.W.3
  • 20
    • 33750817555 scopus 로고    scopus 로고
    • Spatiotemporal fusion of rice actual evapotranspiration with genetic algorithms and an agrohydrological model
    • Nov
    • Y. Chemin and K. Honda, "Spatiotemporal fusion of rice actual evapotranspiration with genetic algorithms and an agrohydrological model," IEEE Trans. Geosci. Remote Sens., vol. 44, no. 11, pp. 3462-3469, Nov. 2006.
    • (2006) IEEE Trans. Geosci. Remote Sens , vol.44 , Issue.11 , pp. 3462-3469
    • Chemin, Y.1    Honda, K.2
  • 23
    • 0034270699 scopus 로고    scopus 로고
    • Linear spectral mixture models and support vector machines for remote sensing
    • Sep
    • M. Brown, H. G. Lewis, and S. R. Gunn, "Linear spectral mixture models and support vector machines for remote sensing," IEEE Trans. Geosci. Remote Sens., vol. 38, no. 5, pp. 2346-2360, Sep. 2000.
    • (2000) IEEE Trans. Geosci. Remote Sens , vol.38 , Issue.5 , pp. 2346-2360
    • Brown, M.1    Lewis, H.G.2    Gunn, S.R.3
  • 24
    • 0347905006 scopus 로고    scopus 로고
    • Application of machine-learning techniques toward the creation of a consistent and calibrated global chlorophyll concentration baseline dataset using remotely sensed ocean color data
    • Dec
    • E. J. Kwiatkowska and G. Fargion, "Application of machine-learning techniques toward the creation of a consistent and calibrated global chlorophyll concentration baseline dataset using remotely sensed ocean color data," IEEE Trans. Geosci. Remote Sens., vol. 41, no. 12, pp. 2844-2860, Dec. 2003.
    • (2003) IEEE Trans. Geosci. Remote Sens , vol.41 , Issue.12 , pp. 2844-2860
    • Kwiatkowska, E.J.1    Fargion, G.2
  • 26
    • 12844286965 scopus 로고    scopus 로고
    • Robust multiple estimator systems for the analysis of biophysical parameters from remotely sensed data
    • Jan
    • L. Bruzzone and F. Melgani, "Robust multiple estimator systems for the analysis of biophysical parameters from remotely sensed data," IEEE Trans. Geosci. Remote Sem., vol. 43, no. 1, pp. 159-174, Jan. 2005.
    • (2005) IEEE Trans. Geosci. Remote Sem , vol.43 , Issue.1 , pp. 159-174
    • Bruzzone, L.1    Melgani, F.2
  • 27
    • 10944274219 scopus 로고    scopus 로고
    • Support vectors-based groundwater head observation networks design
    • Nov, DOI: 0.1029/2004WR003304
    • T. Asefa, M. W. Kemblowski, G. Urroz, M. McKee, and A. Khalil, "Support vectors-based groundwater head observation networks design," Water Resour. Res., vol. 40, no. 11, W11 509, Nov. 2004. DOI: 0.1029/2004WR003304.
    • (2004) Water Resour. Res , vol.40 , Issue.11
    • Asefa, T.1    Kemblowski, M.W.2    Urroz, G.3    McKee, M.4    Khalil, A.5
  • 28
    • 0024700097 scopus 로고
    • A theory for multiresolution signal decomposition: The wavelet representation
    • Jul
    • S. Mallat, "A theory for multiresolution signal decomposition: The wavelet representation," IEEE Trans. Pattern Anal. Mach Intell., vol. 11, no. 7, pp. 674-693, Jul. 1989.
    • (1989) IEEE Trans. Pattern Anal. Mach Intell , vol.11 , Issue.7 , pp. 674-693
    • Mallat, S.1
  • 29
    • 0027803406 scopus 로고
    • A multicomponent decomposition of spatial rainfall fields. 1. Segregation of large- and small-scale features using wavelet transforms
    • P. Kumar and E. Foufoula-Georgiou, "A multicomponent decomposition of spatial rainfall fields. 1. Segregation of large- and small-scale features using wavelet transforms," Water Resour. Res., vol. 29, no. 8, pp. 2515-2532, 1993.
    • (1993) Water Resour. Res , vol.29 , Issue.8 , pp. 2515-2532
    • Kumar, P.1    Foufoula-Georgiou, E.2
  • 30
    • 0011718060 scopus 로고    scopus 로고
    • Wavelet analysis for geophysical applications
    • P. Kumar and E. Foufoula-Georgiou, "Wavelet analysis for geophysical applications," Rev. Geophys., vol. 35, no. 4, pp. 385-412, 1997.
    • (1997) Rev. Geophys , vol.35 , Issue.4 , pp. 385-412
    • Kumar, P.1    Foufoula-Georgiou, E.2
  • 31
    • 0032505146 scopus 로고    scopus 로고
    • Multiscaling properties of soil moisture images and decomposition of large- and small-scale features using wavelet transforms
    • Sep
    • Z. Hu, Y. Chen, and S. Islam, "Multiscaling properties of soil moisture images and decomposition of large- and small-scale features using wavelet transforms," Int. J. Remote Sens., vol. 19, no. 13, pp. 2451-2467, Sep. 1998.
    • (1998) Int. J. Remote Sens , vol.19 , Issue.13 , pp. 2451-2467
    • Hu, Z.1    Chen, Y.2    Islam, S.3
  • 33
    • 0036821708 scopus 로고    scopus 로고
    • Context-driven fusion of high spatial and spectral resolution images based on oversampled multiresolution analysis
    • Oct
    • B. Aiazzi, L. Alparone, S. Baronti, and A. Garzelli, "Context-driven fusion of high spatial and spectral resolution images based on oversampled multiresolution analysis," IEEE Trans. Geosci. Remote Sens., vol. 40, no. 10, pp. 2300-2312, Oct. 2002.
    • (2002) IEEE Trans. Geosci. Remote Sens , vol.40 , Issue.10 , pp. 2300-2312
    • Aiazzi, B.1    Alparone, L.2    Baronti, S.3    Garzelli, A.4
  • 34
    • 0035481869 scopus 로고    scopus 로고
    • Automated detection of subpixel hyperspectral targets with continuous and discrete wavelet transforms
    • Oct
    • L. Mann Bruce, C. Morgan, and S. Larsen, "Automated detection of subpixel hyperspectral targets with continuous and discrete wavelet transforms," IEEE Trans. Geosci. Remote Sens., vol. 39, no. 10, pp. 2217-2226, Oct. 2001.
    • (2001) IEEE Trans. Geosci. Remote Sens , vol.39 , Issue.10 , pp. 2217-2226
    • Mann Bruce, L.1    Morgan, C.2    Larsen, S.3
  • 35
    • 33845611024 scopus 로고    scopus 로고
    • Estimation, of the number of decomposition levels for a wavelet-based multiresolution multisensor image fusion
    • Dec
    • P. S. Pradhan, R. L. King, N. H. Younan, and D. W. Holcomb, "Estimation, of the number of decomposition levels for a wavelet-based multiresolution multisensor image fusion," IEEE Trans. Geosci. Remote Sens., vol. 44, no. 12, pp. 3674-3686, Dec. 2006.
    • (2006) IEEE Trans. Geosci. Remote Sens , vol.44 , Issue.12 , pp. 3674-3686
    • Pradhan, P.S.1    King, R.L.2    Younan, N.H.3    Holcomb, D.W.4
  • 36
    • 50549096638 scopus 로고    scopus 로고
    • Multiscale analysis of landscape data sets from northern Ghana: Wavelets and pattern metrics,
    • Ph.D. dissertation, Univ. Bonn, Bonn, Germany, Ecology and Development Series No. 31
    • N. K. Howard, "Multiscale analysis of landscape data sets from northern Ghana: Wavelets and pattern metrics," Ph.D. dissertation, Univ. Bonn, Bonn, Germany, 2005. Ecology and Development Series No. 31.
    • (2005)
    • Howard, N.K.1
  • 37
    • 0033906379 scopus 로고    scopus 로고
    • Compression of multispectral images by three-dimensional SPIHT algorithm
    • Jan
    • P. Luigi-Dragotti, G. Poggi, and A. R. P. Ragozini, "Compression of multispectral images by three-dimensional SPIHT algorithm," IEEE Trans. Geosci, Remote Sem., vol. 38, no. 1, pp. 416-428, Jan. 2000.
    • (2000) IEEE Trans. Geosci, Remote Sem , vol.38 , Issue.1 , pp. 416-428
    • Luigi-Dragotti, P.1    Poggi, G.2    Ragozini, A.R.P.3
  • 38
    • 1442314273 scopus 로고    scopus 로고
    • Implementation of Noah land surface model advances in the national centers for environmental prediction operational mesoscale Eta model
    • Nov, DOI: 10.1029/2002JD003296
    • M. B. Ek, K. E. Mitchell, Y. Lin, E. Rogers, P. Grunmann, V. Koren, G. Gayno, and J. D. Tarpley, "Implementation of Noah land surface model advances in the national centers for environmental prediction operational mesoscale Eta model," J. Geophys. Res., vol. 108, no. D22, 8851, Nov. 2003. DOI: 10.1029/2002JD003296.
    • (2003) J. Geophys. Res , vol.108 , Issue.D22 , pp. 8851
    • Ek, M.B.1    Mitchell, K.E.2    Lin, Y.3    Rogers, E.4    Grunmann, P.5    Koren, V.6    Gayno, G.7    Tarpley, J.D.8
  • 41
    • 0035441954 scopus 로고    scopus 로고
    • Analysis of inadvertent microprocessor lag time on. Eddy covariance results
    • Sep, DOI: 10.1175/1520-0450
    • K. Zeller, G. Zimmerman, T. Henn, E. Donev, D. Denny, and J. Welker, "Analysis of inadvertent microprocessor lag time on. Eddy covariance results," J. Appl. Meteorol., vol. 40, no. 9, pp. 1640-1646, Sep. 2001. DOI: 10.1175/1520-0450.
    • (2001) J. Appl. Meteorol , vol.40 , Issue.9 , pp. 1640-1646
    • Zeller, K.1    Zimmerman, G.2    Henn, T.3    Donev, E.4    Denny, D.5    Welker, J.6
  • 42
    • 48249145540 scopus 로고    scopus 로고
    • Utah Board of Water Resources, Div. Water Resources Publication, Salt Lake City, UT
    • Utah Board of Water Resources, Utah's Water Resources: Planning for the Future, Div. Water Resources Publication, Salt Lake City, UT, 2001.
    • (2001) Utah's Water Resources: Planning for the Future
  • 43
    • 17244379905 scopus 로고    scopus 로고
    • Using the world-wide-web as a support system to enhance water management
    • Montreal, QC, Canada
    • B. Berger, R. Hansen, and A. Hilton, "Using the world-wide-web as a support system to enhance water management," in Proc 18th ICID Congr., 53rd IEC Meeting, Montreal, QC, Canada, 2002.
    • (2002) Proc 18th ICID Congr., 53rd IEC Meeting
    • Berger, B.1    Hansen, R.2    Hilton, A.3
  • 44
    • 29944444287 scopus 로고    scopus 로고
    • Sparse Bayesian learning machine for real-time management of reservoir releases
    • Nov, DOI: 10.1029/2004WR003891
    • A. Khalil, M. McKee, M. Kemblowski, and T. Asefa, "Sparse Bayesian learning machine for real-time management of reservoir releases," Water Resour. Res., vol. 41, no. 11, W11401, Nov. 2005. DOI: 10.1029/2004WR003891.
    • (2005) Water Resour. Res , vol.41 , Issue.11
    • Khalil, A.1    McKee, M.2    Kemblowski, M.3    Asefa, T.4
  • 45
    • 4143125455 scopus 로고    scopus 로고
    • An assessment of storage terms in the surface energy balance of maize and soybean
    • Sep
    • T. P. Meyers and S. E. Hollinger, "An assessment of storage terms in the surface energy balance of maize and soybean," Agric. For. Meteorol., vol. 125, no. 1/2, pp. 105-115, Sep. 2004.
    • (2004) Agric. For. Meteorol , vol.125 , Issue.1-2 , pp. 105-115
    • Meyers, T.P.1    Hollinger, S.E.2
  • 46
    • 34548070043 scopus 로고    scopus 로고
    • A climatological study of evapotranspiration and moisture stress across the continental United States based on thermal remote sensing: 1. Model formulation
    • May, DOI: 10.1029/2006JD007506
    • M. C. Anderson, J. M. Norman, J. R. Mecikalski, J. A. Otkin, and W. P. Kustas, "A climatological study of evapotranspiration and moisture stress across the continental United States based on thermal remote sensing: 1. Model formulation," J. Geophys. Res., vol. 112, D10117, May 2007. DOI: 10.1029/2006JD007506.
    • (2007) J. Geophys. Res , vol.112
    • Anderson, M.C.1    Norman, J.M.2    Mecikalski, J.R.3    Otkin, J.A.4    Kustas, W.P.5


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.