메뉴 건너뛰기




Volumn 13, Issue 14, 2016, Pages 4291-4313

Predicting carbon dioxide and energy fluxes across global FLUXNET sites with regression algorithms

(15)  Tramontana, Gianluca a   Jung, Martin b   Schwalm, Christopher R c   Ichii, Kazuhito d,e   Camps Valls, Gustau f   Ráduly, Botond a,g   Reichstein, Markus b   Arain, M Altaf h   Cescatti, Alessandro i   Kiely, Gerard j   Merbold, Lutz k,l   Serrano Ortiz, Penelope m   Sickert, Sven n   Wolf, Sebastian k   Papale, Dario a  


Author keywords

[No Author keywords available]

Indexed keywords

ALGORITHM; CARBON DIOXIDE; EDDY COVARIANCE; ENERGY FLUX; EXPERIMENTAL STUDY; MACHINE LEARNING; NET ECOSYSTEM EXCHANGE; NET RADIATION; PREDICTION; PRIMARY PRODUCTION; REGRESSION ANALYSIS; REMOTE SENSING; RESPIRATION; SENSIBLE HEAT FLUX;

EID: 84980351826     PISSN: 17264170     EISSN: 17264189     Source Type: Journal    
DOI: 10.5194/bg-13-4291-2016     Document Type: Article
Times cited : (494)

References (64)
  • 2
    • 84875239689 scopus 로고    scopus 로고
    • Forecasting the cyanotoxins presence in fresh waters: A new model based on genetic algorithms combined with the MARS technique
    • Alonso Fernández, J. R., Díaz-Muñiza, C., Garcia Nieto, P. J., de Cos, Juez, F. J., Sánchez, Lasheras, F., and Roqueñíc, M. N.: Forecasting the cyanotoxins presence in fresh waters: A new model based on genetic algorithms combined with the MARS technique, Ecol. Eng., 53, 68-78, doi:10.1016/j.ecoleng.2012.12.015, 2013.
    • (2013) Ecol. Eng. , vol.53 , pp. 68-78
    • Alonso Fernández, J.R.1    Díaz-Muñiza, C.2    Garcia Nieto, P.J.3    De Cos, J.F.J.4    Sánchez, L.F.5    Roqueñíc, M.N.6
  • 3
    • 84884226683 scopus 로고    scopus 로고
    • Evaluating the land and ocean components of the global carbon cycle in the cmip5 earth system models
    • Anav, A., Friedlingstein, P., Kidston, M., Bopp, L., Ciais, P., Cox, P., Jones, C., Jung, M., Myneni, R., and Zhu, Z.: Evaluating the land and ocean components of the global carbon cycle in the cmip5 earth system models, J. Climate, 26, 6801-6843, doi:10.1175/JCLI-D-12-00417.1, 2013.
    • (2013) J. Climate , vol.26 , pp. 6801-6843
    • Anav, A.1    Friedlingstein, P.2    Kidston, M.3    Bopp, L.4    Ciais, P.5    Cox, P.6    Jones, C.7    Jung, M.8    Myneni, R.9    Zhu, Z.10
  • 5
    • 38949125092 scopus 로고    scopus 로고
    • Breathing of the terrestrial biosphere: Lessons learned from a global network of carbon dioxide flux measurement systems
    • Baldocchi, D.: Breathing of the terrestrial biosphere: lessons learned from a global network of carbon dioxide flux measurement systems, Aust. J. Bot., 56, 1-26, doi:10.1071/BT07151, 2008.
    • (2008) Aust. J. Bot. , vol.56 , pp. 1-26
    • Baldocchi, D.1
  • 6
    • 84912049786 scopus 로고    scopus 로고
    • Measuring fluxes of trace gases and energy between ecosystems and the atmosphere - The state and future of the eddy covariance method
    • Baldocchi, D.: Measuring fluxes of trace gases and energy between ecosystems and the atmosphere - the state and future of the eddy covariance method, Glob. Change Biol., 20, 3600-3609, doi:10.1111/gcb.12649, 2014.
    • (2014) Glob. Change Biol. , vol.20 , pp. 3600-3609
    • Baldocchi, D.1
  • 8
    • 84863613269 scopus 로고    scopus 로고
    • Carbon dioxide exchange over multiple temporal scales in an arid shrub ecosystem near la paz, baja California sur, Mexico
    • Bell, T. W., Menzer, O., Troyo-Diéquez, E., and Oechel, W.: Carbon dioxide exchange over multiple temporal scales in an arid shrub ecosystem near La Paz, Baja California Sur, Mexico, Glob. Change Biol., 18, 2570-2582, doi:10.1111/j.1365-2486.2012.02720.x, 2012.
    • (2012) Glob. Change Biol. , vol.18 , pp. 2570-2582
    • Bell, T.W.1    Menzer, O.2    Troyo-Diéquez, E.3    Oechel, W.4
  • 9
    • 81955163279 scopus 로고    scopus 로고
    • Improving canopy processes in the community land model version 4 (CLM4) using global flux fields empirically inferred from FLUXNET data
    • Bonan, G. B., Lawrence, P. J., Oleson, K. W., Levis, S., Jung, M., Reichstein, M., Lawrence, D. M., and Swenson, S. C.: Improving canopy processes in the Community Land Model version 4 (CLM4) using global flux fields empirically inferred from FLUXNET data, J. Geophys. Res-Biogeo., 116, G02014, doi:10.1029/2010JG001593, 2011.
    • (2011) J. Geophys. Res-Biogeo. , vol.116 , pp. G02014
    • Bonan, G.B.1    Lawrence, P.J.2    Oleson, K.W.3    Levis, S.4    Jung, M.5    Reichstein, M.6    Lawrence, D.M.7    Swenson, S.C.8
  • 10
    • 0035478854 scopus 로고    scopus 로고
    • Random forests
    • Breiman, L.: Random Forests, Mach. Learn., 45, 5-32, doi:10.1023/A:1010933404324, 2001.
    • (2001) Mach. Learn. , vol.45 , pp. 5-32
    • Breiman, L.1
  • 14
    • 0002432565 scopus 로고
    • Multivariate adaptive regression splines
    • Friedman, J. H.: Multivariate Adaptive Regression Splines, Ann. Statist., 19, 1-67, doi:10.1214/aos/1176347963, 1991.
    • (1991) Ann. Statist. , vol.19 , pp. 1-67
    • Friedman, J.H.1
  • 15
    • 84859057089 scopus 로고    scopus 로고
    • Large-scale Gaussian process classification using random decision forests
    • Fröhlich, B., Rodner, E., Kemmler, M., and Denzler, J.: Large-scale gaussian process classification using random decision forests, S. Mach. Perc., 22, 113-120, doi:10.1007/s00138-012-0480-y, 2012.
    • (2012) S. Mach. Perc. , vol.22 , pp. 113-120
    • Fröhlich, B.1    Rodner, E.2    Kemmler, M.3    Denzler, J.4
  • 16
    • 0030429663 scopus 로고    scopus 로고
    • NDWI-A normalized difference water index for remote sensing of vegetation liquid water from space
    • Gao, B. C.: NDWI-A Normalized difference water index for remote sensing of vegetation liquid water from space, Remote Sens. Environ., 58, 257-266, doi:10.1016/S0034-4257(96)00067-3, 1996.
    • (1996) Remote Sens. Environ. , vol.58 , pp. 257-266
    • Gao, B.C.1
  • 17
    • 84900571501 scopus 로고    scopus 로고
    • The effect of driving climate data on the simulated terrestrial carbon pools and fluxes over North America
    • Garnaud, C., Sushama, L., and Arorab, V. K.: The effect of driving climate data on the simulated terrestrial carbon pools and fluxes over North America, Int. J. Climatol., 34, 1098-1110, doi:10.1002/joc.3748, 2014.
    • (2014) Int. J. Climatol. , vol.34 , pp. 1098-1110
    • Garnaud, C.1    Sushama, L.2    Arorab, V.K.3
  • 18
    • 70349272865 scopus 로고    scopus 로고
    • Decomposition of the mean squared error and NSE performance criteria: Implications for improving hydrological modelling
    • Gupta, H. V., Kling, H., Yilmaz, K. K., and Martinez, G. F.: Decomposition of the mean squared error and NSE performance criteria: Implications for improving hydrological modelling, J. Hydrol., 20, 80-91, doi:10.1016/j.jhydrol.2009.08.003, 2009.
    • (2009) J. Hydrol. , vol.20 , pp. 80-91
    • Gupta, H.V.1    Kling, H.2    Yilmaz, K.K.3    Martinez, G.F.4
  • 20
    • 0032139235 scopus 로고    scopus 로고
    • The random subspace method for constructing decision forests
    • Ho, T. K.: The Random Subspace Method for Constructing Decision Forests, IEEE T. Pattern. Anal., 20, 832-844, doi:10.1109/34.709601, 1998.
    • (1998) IEEE T. Pattern. Anal. , vol.20 , pp. 832-844
    • Ho, T.K.1
  • 21
    • 20444472291 scopus 로고    scopus 로고
    • Uncertainty in eddy covariance measurements and its application to physiological models
    • Hollinger, D. Y. and Richardson, A. D.: Uncertainty in eddy covariance measurements and its application to physiological models, Tree Physiol., 25, 873-885, doi:10.1093/treephys/25.7.873, 2005.
    • (2005) Tree Physiol. , vol.25 , pp. 873-885
    • Hollinger, D.Y.1    Richardson, A.D.2
  • 22
    • 0036846393 scopus 로고    scopus 로고
    • Overview of the radiometric and biophysical performance of the MODIS vegetation indices
    • Huete, A., Didan, K., Miura, T., Rodriguez, E. P., Gao, X., and Ferreira, L. G.: Overview of the radiometric and biophysical performance of the MODIS vegetation indices, Remote Sens. Environ., 83, 195-213, doi:10.1016/S0034-4257(02)00096-2, 2002.
    • (2002) Remote Sens. Environ. , vol.83 , pp. 195-213
    • Huete, A.1    Didan, K.2    Miura, T.3    Rodriguez, E.P.4    Gao, X.5    Ferreira, L.G.6
  • 23
    • 69649103472 scopus 로고    scopus 로고
    • Refinement of rooting depths using satellite-based evapotranspiration seasonality for ecosystem modeling in California
    • Ichii, K., Wang, W., Hashimoto, H., Yang, F., Votava, P., Michaelis, A. R., and Nemani, R. R.: Refinement of rooting depths using satellite-based evapotranspiration seasonality for ecosystem modeling in California, Agr. Forest Meteorol., 149, 1907-1918, doi:10.1016/j.agrformet.2009.06.019, 2009.
    • (2009) Agr. Forest Meteorol. , vol.149 , pp. 1907-1918
    • Ichii, K.1    Wang, W.2    Hashimoto, H.3    Yang, F.4    Votava, P.5    Michaelis, A.R.6    Nemani, R.R.7
  • 25
    • 84896922870 scopus 로고    scopus 로고
    • A guided hybrid genetic algorithm for feature selection with expensive cost functions
    • Jung, M. and Zscheischler, J.: A Guided Hybrid Genetic Algorithm for Feature Selection with Expensive Cost Functions, Procedia Comput. Sci., 18, 2337-2346, doi:10.1016/j.procs.2013.05.405, 2013.
    • (2013) Procedia Comput. Sci. , vol.18 , pp. 2337-2346
    • Jung, M.1    Zscheischler, J.2
  • 27
    • 77953589394 scopus 로고    scopus 로고
    • Towards global empirical upscaling of FLUXNET eddy covariance observations: Validation of a model tree ensemble approach using a biosphere model
    • Jung, M., Reichstein, M., and Bondeau, A.: Towards global empirical upscaling of FLUXNET eddy covariance observations: validation of a model tree ensemble approach using a biosphere model, Biogeosciences, 6, 2001-2013, doi:10.5194/bg-6-2001-2009, 2009.
    • (2009) Biogeosciences , vol.6 , pp. 2001-2013
    • Jung, M.1    Reichstein, M.2    Bondeau, A.3
  • 32
    • 70749099583 scopus 로고    scopus 로고
    • Separation of net ecosystem exchange into assimilation and respiration using a light response curve approach: Critical issues and global evaluation
    • Lasslop, G., Reichstein, M., Papale, D., Richardson, A. D., Arneth, A., Barr, A., Stoy, P., and Wohlfahrt, G.: Separation of net ecosystem exchange into assimilation and respiration using a light response curve approach: critical issues and global evaluation, Glob. Change Biol., 16, 187-208, doi:10.1111/j.1365-2486.2009.02041.x, 2010.
    • (2010) Glob. Change Biol. , vol.16 , pp. 187-208
    • Lasslop, G.1    Reichstein, M.2    Papale, D.3    Richardson, A.D.4    Arneth, A.5    Barr, A.6    Stoy, P.7    Wohlfahrt, G.8
  • 35
    • 0014776873 scopus 로고
    • River flow forecasting through conceptual models part I: A discussion of principles
    • Nash, J. E. and Sutcliffe, J. V.: River flow forecasting through conceptual models part I: A discussion of principles, J. Hydrol., 10, 282-290, doi:10.1016/0022-1694(70)90255-6, 1970.
    • (1970) J. Hydrol. , vol.10 , pp. 282-290
    • Nash, J.E.1    Sutcliffe, J.V.2
  • 36
    • 0037884965 scopus 로고    scopus 로고
    • A new assessment of european forests carbon exchanges by eddy fluxes and artificial neural network spatialization
    • Papale, D. and Valentini, R.: A new assessment of European forests carbon exchanges by eddy fluxes and artificial neural network spatialization, Glob. Change Biol., 9, 525-535, doi:10.1046/j.1365-2486.2003.00609.x, 2003.
    • (2003) Glob. Change Biol. , vol.9 , pp. 525-535
    • Papale, D.1    Valentini, R.2
  • 39
    • 26444474803 scopus 로고    scopus 로고
    • Temporal and spatial patterns of ecosystem functioning in protected arid areas in southeastern Spain
    • Paruelo, J. M., Piñero, G., Oyonarte, C., Alcaraz, D., Cabello, J., and Escribano, P.: Temporal and spatial patterns of ecosystem functioning in protected arid areas in southeastern Spain, Appl. Veg. Sci., 8, 93-102, doi:10.1658/1402-2001(2005)008[0093:TASPOE]2.0.CO;2, 2005.
    • (2005) Appl. Veg. Sci. , vol.8 , pp. 93-102
    • Paruelo, J.M.1    Piñero, G.2    Oyonarte, C.3    Alcaraz, D.4    Cabello, J.5    Escribano, P.6
  • 43
    • 77955594654 scopus 로고    scopus 로고
    • The carbon dioxide exchange
    • Reich, P. B.: The carbon dioxide exchange, Science, 329, 774-775, doi:10.1126/science.1194353, 2010.
    • (2010) Science , vol.329 , pp. 774-775
    • Reich, P.B.1
  • 48
    • 84932651300 scopus 로고    scopus 로고
    • Optimization of mixed refrigerant systems in low temperature applications by means of group method of data handling (GMDH)
    • Shirmohammadi, R., Ghorbani, B., Hamedi, M., Hamedi, M. H., and Romeo, L. M.: Optimization of mixed refrigerant systems in low temperature applications by means of group method of data handling (GMDH), J. Nat. Gas Sci. Eng., 26, 303-312, doi:10.1016/j.jngse.2015.06.028, 2015.
    • (2015) J. Nat. Gas Sci. Eng. , vol.26 , pp. 303-312
    • Shirmohammadi, R.1    Ghorbani, B.2    Hamedi, M.3    Hamedi, M.H.4    Romeo, L.M.5
  • 51
    • 84939552113 scopus 로고    scopus 로고
    • Uncertainty analysis of gross primary production upscaling using random forests, remote sensing and eddy covariance data
    • Tramontana, G., Ichii, K., Camps-Valls, G., Tomelleri, E., and Papale, D.: Uncertainty analysis of gross primary production upscaling using Random Forests, remote sensing and eddy covariance data, Remote Sens. Environ., 168, 360-373, doi:10.1016/j.rse.2015.07.015, 2015.
    • (2015) Remote Sens. Environ. , vol.168 , pp. 360-373
    • Tramontana, G.1    Ichii, K.2    Camps-Valls, G.3    Tomelleri, E.4    Papale, D.5
  • 52
    • 9644300921 scopus 로고    scopus 로고
    • Development of pedotransfer functions using a group method of data handling for the soil of the pianura padano-veneta region of north Italy: Water retention properties
    • Ungaro, F., Calzolari, C., and Busoni, E.: Development of pedotransfer functions using a group method of data handling for the soil of the Pianura Padano-Veneta region of North Italy: water retention properties, Geoderma, 124, 293-317, doi:10.1016/j.geoderma.2004.05.007, 2005.
    • (2005) Geoderma , vol.124 , pp. 293-317
    • Ungaro, F.1    Calzolari, C.2    Busoni, E.3
  • 54
    • 84887252594 scopus 로고    scopus 로고
    • Support vector method for function approximation, regression estimation, and signal processing
    • Vapnik, V., Golowich, S., and Smola, A.: Support vector method for function approximation, regression estimation, and signal processing, Adv. Neur. In., 9, 281-287, 1997.
    • (1997) Adv. Neur. In. , vol.9 , pp. 281-287
    • Vapnik, V.1    Golowich, S.2    Smola, A.3
  • 55
    • 84942831872 scopus 로고    scopus 로고
    • Optical remote sensing and the retrieval of terrestrial vegetation bio-geophysical properties - A review
    • Verrelst, J., Camps-Valls, G., Muñoz, J., Rivera, J. P., Veroustraete, F., Clevers, J. P. G. W., and Moreno, J.: Optical remote sensing and the retrieval of terrestrial vegetation bio-geophysical properties - A review, ISPRS J. Photogramm., 108, 273-290, doi:10.1016/j.isprsjprs.2015.05.005, 2015.
    • (2015) ISPRS J. Photogramm. , vol.108 , pp. 273-290
    • Verrelst, J.1    Camps-Valls, G.2    Muñoz, J.3    Rivera, J.P.4    Veroustraete, F.5    Clevers, J.P.G.W.6    Moreno, J.7
  • 56
    • 0036846044 scopus 로고    scopus 로고
    • Validation of the landsurface temperature products retrieved from terra moderate resolution imaging spectroradiometer data
    • Wan, Z., Zhang, Y., Zhang, Q., and Li, Z. L.: Validation of the landsurface temperature products retrieved from Terra Moderate Resolution Imaging Spectroradiometer data, Remote Sens. Environ., 83, 163-180, doi:10.1016/S0034-4257(02)00093-7, 2002.
    • (2002) Remote Sens. Environ. , vol.83 , pp. 163-180
    • Wan, Z.1    Zhang, Y.2    Zhang, Q.3    Li, Z.L.4
  • 59
    • 0036788924 scopus 로고    scopus 로고
    • Characterization of forest types in northeastern China, using multitemporal SPOT-4 VEGETATION sensor data
    • Xiao, X., Boles, S., Liu, J. Y., Zhuang, D. F., and Liu, M. L.: Characterization of forest types in Northeastern China, using multitemporal SPOT-4 VEGETATION sensor data, Remote Sens. Environ., 82, 335-348, doi:10.1016/S0034-4257(02)00051-2, 2002.
    • (2002) Remote Sens. Environ. , vol.82 , pp. 335-348
    • Xiao, X.1    Boles, S.2    Liu, J.Y.3    Zhuang, D.F.4    Liu, M.L.5
  • 60
    • 33750840482 scopus 로고    scopus 로고
    • Prediction of continental-scale evapotranspiration by combining MODIS and ameri flux data through support vector machine
    • Yang, F., White, M. A., Michaelis, A. R., Ichii, K., Hashimoto, H., Votava, P., Zhu, A. X., and Nemani, R. R.: Prediction of continental-scale evapotranspiration by combining MODIS and Ameri Flux data through support Vector machine, IEEE T. Geosci. Remote, 44, 3452-3461, doi:10.1109/TGRS.2006.876297, 2006.
    • (2006) IEEE T. Geosci. Remote , vol.44 , pp. 3452-3461
    • Yang, F.1    White, M.A.2    Michaelis, A.R.3    Ichii, K.4    Hashimoto, H.5    Votava, P.6    Zhu, A.X.7    Nemani, R.R.8
  • 61
    • 34447542595 scopus 로고    scopus 로고
    • Developing a continental-scale measure of gross primary production by combining MODIS and ameri flux data through support vector machine approach
    • Yang, F., Ichii, K., White, M. A., Hashimoto, H., Michaelis, A. R., Votava, P., Zhu, A.-X., Huete, A., Running, S. W., and Nemani, R. R.: Developing a continental-scale measure of gross primary production by combining MODIS and Ameri Flux data through Support Vector Machine approach, Remote Sens. Environ., 110, 109-122, doi:10.1016/j.rse.2007.02.016, 2007.
    • (2007) Remote Sens. Environ. , vol.110 , pp. 109-122
    • Yang, F.1    Ichii, K.2    White, M.A.3    Hashimoto, H.4    Michaelis, A.R.5    Votava, P.6    Zhu, A.-X.7    Huete, A.8    Running, S.W.9    Nemani, R.R.10
  • 62
    • 84937759413 scopus 로고    scopus 로고
    • Global vegetation gross primary production estimation using satellite-derived light-use efficiency and canopy conductance
    • Yebra, M., Van Dijk, A. I. J. M., Leuning, R., and Guerschman, J. P.: Global vegetation gross primary production estimation using satellite-derived light-use efficiency and canopy conductance, Remote Sens. Environ., 163, 206-216, doi:10.1016/j.rse.2015.03.016, 2015.
    • (2015) Remote Sens. Environ. , vol.163 , pp. 206-216
    • Yebra, M.1    Van Dijk, A.I.J.M.2    Leuning, R.3    Guerschman, J.P.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.