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Volumn 330, Issue 3-4, 2006, Pages 621-640

Downscaling of precipitation for climate change scenarios: A support vector machine approach

Author keywords

Climate change; Downscaling; General circulation model (GCM); Hydroclimatology; India; Neural network; Precipitation; Support vector machine

Indexed keywords

DOWNSCALING; GENERAL CIRCULATION MODEL (GCM); HYDROCLIMATOLOGY; SUPPORT VECTOR MACHINE;

EID: 33750018142     PISSN: 00221694     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.jhydrol.2006.04.030     Document Type: Article
Times cited : (476)

References (107)
  • 1
    • 1342311227 scopus 로고    scopus 로고
    • Climate change scenarios from a regional climate model: Estimating change in runoff in southern Africa
    • Arnell N.W., Hudson D.A., and Jones R.G. Climate change scenarios from a regional climate model: Estimating change in runoff in southern Africa. Journal of Geophysical Research - Atmospheres 108 D16 (2003) AR 4519
    • (2003) Journal of Geophysical Research - Atmospheres , vol.108 , Issue.D16
    • Arnell, N.W.1    Hudson, D.A.2    Jones, R.G.3
  • 2
    • 0034174280 scopus 로고    scopus 로고
    • ASCE Task Committee on Application of Artificial Neural Networks in Hydrology, 2000a. Artificial neural networks in hydrology, I: Preliminary concepts. Journal of Hydrologic Engineering, ASCE 5 (2), pp. 115-123.
  • 3
    • 0034174396 scopus 로고    scopus 로고
    • ASCE Task Committee on Application of Artificial Neural Networks in Hydrology, 2000b. Artificial neural networks in hydrology, II: Hydrologic applications. Journal of Hydrologic Engineering, ASCE 5(2), 124-137.
  • 4
    • 10944274219 scopus 로고    scopus 로고
    • Support vectors-based groundwater head observation networks design
    • 10.1029/2004WR003304
    • Asefa T., Kemblowski M.W., Urroz G., McKee M., and Khalil A. Support vectors-based groundwater head observation networks design. Water Resources Research 40 11 (2004) W11509 10.1029/2004WR003304
    • (2004) Water Resources Research , vol.40 , Issue.11
    • Asefa, T.1    Kemblowski, M.W.2    Urroz, G.3    McKee, M.4    Khalil, A.5
  • 5
    • 0024769568 scopus 로고
    • Comparison of method of residuals and cluster analysis for flood regionalization
    • Bhaskar N.R., and O'Connor C.A. Comparison of method of residuals and cluster analysis for flood regionalization. Journal of Water Resources Planning and Management 115 6 (1989) 793-808
    • (1989) Journal of Water Resources Planning and Management , vol.115 , Issue.6 , pp. 793-808
    • Bhaskar, N.R.1    O'Connor, C.A.2
  • 6
    • 0030271834 scopus 로고    scopus 로고
    • Optimal learning in artificial neural networks: A review of theoretical results
    • Bianchini M., and Gori M. Optimal learning in artificial neural networks: A review of theoretical results. Neurocomputing 13 2-4 (1996) 313-346
    • (1996) Neurocomputing , vol.13 , Issue.2-4 , pp. 313-346
    • Bianchini, M.1    Gori, M.2
  • 8
    • 0032941437 scopus 로고    scopus 로고
    • Evaluation of the impact of climate changes on water storage and groundwater recharge at the watershed scale
    • Bouraoui F., Vachaud G., Li L.Z.X., Le Treut H., and Chen T. Evaluation of the impact of climate changes on water storage and groundwater recharge at the watershed scale. Climate Dynamics 15 (1999) 153-161
    • (1999) Climate Dynamics , vol.15 , pp. 153-161
    • Bouraoui, F.1    Vachaud, G.2    Li, L.Z.X.3    Le Treut, H.4    Chen, T.5
  • 9
    • 0030211964 scopus 로고    scopus 로고
    • Bagging predictors
    • Breiman L. Bagging predictors. Machine Learning 24 2 (1996) 123-140
    • (1996) Machine Learning , vol.24 , Issue.2 , pp. 123-140
    • Breiman, L.1
  • 10
    • 0346786584 scopus 로고    scopus 로고
    • Arcing classifiers
    • Breiman L. Arcing classifiers. Annals of Statistics 26 3 (1998) 801-824
    • (1998) Annals of Statistics , vol.26 , Issue.3 , pp. 801-824
    • Breiman, L.1
  • 11
    • 0034656556 scopus 로고    scopus 로고
    • Impact of climate change on a landslide in South East France, simulated using different GCM scenarios and downscaling methods for local precipitation
    • Buma J., and Dehn M. Impact of climate change on a landslide in South East France, simulated using different GCM scenarios and downscaling methods for local precipitation. Climate Research 15 1 (2000) 69-81
    • (2000) Climate Research , vol.15 , Issue.1 , pp. 69-81
    • Buma, J.1    Dehn, M.2
  • 12
    • 0024735038 scopus 로고
    • Cluster analysis as applied to regional flood frequency
    • Burn D.H. Cluster analysis as applied to regional flood frequency. Journal of Water Resources Planning and Management 115 5 (1989) 567-582
    • (1989) Journal of Water Resources Planning and Management , vol.115 , Issue.5 , pp. 567-582
    • Burn, D.H.1
  • 13
    • 0037112543 scopus 로고    scopus 로고
    • A graphical sensitivity analysis for statistical climate models: Application to Indian monsoon rainfall prediction by artificial neural networks and multiple linear regression models
    • Cannon A.J., and McKendry I.G. A graphical sensitivity analysis for statistical climate models: Application to Indian monsoon rainfall prediction by artificial neural networks and multiple linear regression models. International Journal of Climatology 22 (2002) 1687-1708
    • (2002) International Journal of Climatology , vol.22 , pp. 1687-1708
    • Cannon, A.J.1    McKendry, I.G.2
  • 14
    • 0036499322 scopus 로고    scopus 로고
    • Downscaling recent streamflow conditions in British Columbia, Canada using ensemble neural network models
    • Cannon A.J., and Whitfield P.H. Downscaling recent streamflow conditions in British Columbia, Canada using ensemble neural network models. Journal of Hydrology 259 1 (2002) 136-151
    • (2002) Journal of Hydrology , vol.259 , Issue.1 , pp. 136-151
    • Cannon, A.J.1    Whitfield, P.H.2
  • 15
    • 0031396070 scopus 로고    scopus 로고
    • Downscaling large-scale circulation to local winter rainfall in north-eastern Mexico
    • Cavazos T. Downscaling large-scale circulation to local winter rainfall in north-eastern Mexico. International Journal of Climatology 17 10 (1997) 1069-1082
    • (1997) International Journal of Climatology , vol.17 , Issue.10 , pp. 1069-1082
    • Cavazos, T.1
  • 16
    • 33750020357 scopus 로고    scopus 로고
    • Onset of southwest monsoon - A diagnostic study
    • Gupta R.K., and Reddy S.J. (Eds), Tata McGraw Hill, New Delhi, India (Chapter 5)
    • Chhabra B.M., Hatwar H.R., and Das Gupta M. Onset of southwest monsoon - A diagnostic study. In: Gupta R.K., and Reddy S.J. (Eds). Advanced Technologies in Meteorology, Symposium Proceedings (1999), Tata McGraw Hill, New Delhi, India (Chapter 5)
    • (1999) Advanced Technologies in Meteorology, Symposium Proceedings
    • Chhabra, B.M.1    Hatwar, H.R.2    Das Gupta, M.3
  • 17
    • 34249753618 scopus 로고
    • Support vector networks
    • Cortes C., and Vapnik V. Support vector networks. Machine Learning 20 (1995) 273-297
    • (1995) Machine Learning , vol.20 , pp. 273-297
    • Cortes, C.1    Vapnik, V.2
  • 19
    • 84918441630 scopus 로고
    • Geometrical and statistical properties of systems of linear inequalities with applications in pattern recognition
    • Cover T.M. Geometrical and statistical properties of systems of linear inequalities with applications in pattern recognition. IEEE Transactions on Electronic Computers EC-14 (1965) 326-334
    • (1965) IEEE Transactions on Electronic Computers , vol.EC-14 , pp. 326-334
    • Cover, T.M.1
  • 21
    • 0031944625 scopus 로고    scopus 로고
    • 2 precipitation changes for the Susquehanna Basin: Down-Scaling from the Genesis General Circulation Model
    • 2 precipitation changes for the Susquehanna Basin: Down-Scaling from the Genesis General Circulation Model. International Journal of Climatology 18 (1998) 65-76
    • (1998) International Journal of Climatology , vol.18 , pp. 65-76
    • Crane, R.G.1    Hewitson, B.C.2
  • 22
    • 1542368482 scopus 로고    scopus 로고
    • Scale interactions and regional climate: Examples from the Susquehanna River Basin
    • Crane R.G., Yarnal B., Barron E.J., and Hewitson B. Scale interactions and regional climate: Examples from the Susquehanna River Basin. Human and Ecological Risk Assessment 8 1 (2002) 147-158
    • (2002) Human and Ecological Risk Assessment , vol.8 , Issue.1 , pp. 147-158
    • Crane, R.G.1    Yarnal, B.2    Barron, E.J.3    Hewitson, B.4
  • 25
    • 0033611928 scopus 로고    scopus 로고
    • Empirical-statistical reconstruction of surface marine winds along the western coast of Canada
    • Faucher M., Burrows W.R., and Pandolfo L. Empirical-statistical reconstruction of surface marine winds along the western coast of Canada. Climate Research 11 3 (1999) 173-190
    • (1999) Climate Research , vol.11 , Issue.3 , pp. 173-190
    • Faucher, M.1    Burrows, W.R.2    Pandolfo, L.3
  • 26
    • 3042783283 scopus 로고    scopus 로고
    • A new displacement back analysis to identify mechanical geo-material parameters based on hybrid intelligent methodology
    • Feng X.T., Zhao H.B., and Li S.J. A new displacement back analysis to identify mechanical geo-material parameters based on hybrid intelligent methodology. International Journal for Numerical and Analytical Methods in Geomechanics 28 11 (2004) 1141-1165
    • (2004) International Journal for Numerical and Analytical Methods in Geomechanics , vol.28 , Issue.11 , pp. 1141-1165
    • Feng, X.T.1    Zhao, H.B.2    Li, S.J.3
  • 27
    • 33750013805 scopus 로고    scopus 로고
    • Fix, E., Hodges, J.L., 1951. Discriminatory analysis: Nonparametric discrimination: Consistency properties. USAF School of Aviation Medicine, Project 21-49-004, Report No. 4, Randolph Field, TX, pp. 261-279.
  • 28
    • 58149321460 scopus 로고
    • Boosting a weak learning algorithm by majority
    • Freund Y. Boosting a weak learning algorithm by majority. Information and Computation 121 2 (1995) 256-285
    • (1995) Information and Computation , vol.121 , Issue.2 , pp. 256-285
    • Freund, Y.1
  • 29
    • 0031211090 scopus 로고    scopus 로고
    • A decision-theoretic generalization of on-line learning and an application to boosting
    • Freund Y., and Schapire R.E. A decision-theoretic generalization of on-line learning and an application to boosting. Journal of Computer and System Sciences 55 1 (1997) 119-139
    • (1997) Journal of Computer and System Sciences , vol.55 , Issue.1 , pp. 119-139
    • Freund, Y.1    Schapire, R.E.2
  • 30
    • 0035655390 scopus 로고    scopus 로고
    • Soil moisture tendencies into the next century for the conterminous United States
    • Georgakakos K.P., and Smith D.E. Soil moisture tendencies into the next century for the conterminous United States. Journal of Geophysical Research - Atmospheres 106 D21 (2001) 27367-27382
    • (2001) Journal of Geophysical Research - Atmospheres , vol.106 , Issue.D21 , pp. 27367-27382
    • Georgakakos, K.P.1    Smith, D.E.2
  • 32
    • 0003489163 scopus 로고    scopus 로고
    • Govindaraju R.S., and Rao A.R. (Eds), Kluwer Academic Publishers, Holland
    • In: Govindaraju R.S., and Rao A.R. (Eds). Artificial Neural Networks in Hydrology (2000), Kluwer Academic Publishers, Holland 329
    • (2000) Artificial Neural Networks in Hydrology , pp. 329
  • 33
    • 0031954074 scopus 로고    scopus 로고
    • A modeling approach to simulate impact of climate change in lake water quality: Phytoplankton growth rate assessment
    • Hassan H., Hanaki K., and Matsuo T. A modeling approach to simulate impact of climate change in lake water quality: Phytoplankton growth rate assessment. Water Science and Technology 37 2 (1998) 177-185
    • (1998) Water Science and Technology , vol.37 , Issue.2 , pp. 177-185
    • Hassan, H.1    Hanaki, K.2    Matsuo, T.3
  • 35
    • 33750034195 scopus 로고    scopus 로고
    • Haykin, S., 2003. Neural Networks: A comprehensive foundation. Fourth Indian Reprint, Pearson Education, Singapore, pp. 842.
  • 36
    • 33750009416 scopus 로고    scopus 로고
    • Some experiments on ensembles of neural networks for hyperspectral image classification, Knowledge-Based Intelligent Information and Engineering Systems
    • Hernandez-Espinosa C., Fernandez-Redondo M., and Torres-Sospedra J. Some experiments on ensembles of neural networks for hyperspectral image classification, Knowledge-Based Intelligent Information and Engineering Systems. PT 1 Proceedings Lecture Notes in Computer Science 3213 (2004) 677-684
    • (2004) PT 1 Proceedings Lecture Notes in Computer Science , vol.3213 , pp. 677-684
    • Hernandez-Espinosa, C.1    Fernandez-Redondo, M.2    Torres-Sospedra, J.3
  • 37
    • 0027042223 scopus 로고
    • Large-scale atmospheric controls on local precipitation in tropical Mexico
    • Hewitson B.C., and Crane R.G. Large-scale atmospheric controls on local precipitation in tropical Mexico. Geophysical Research Letters 19 18 (1992) 1835-1838
    • (1992) Geophysical Research Letters , vol.19 , Issue.18 , pp. 1835-1838
    • Hewitson, B.C.1    Crane, R.G.2
  • 38
    • 0030417301 scopus 로고    scopus 로고
    • Climate downscaling: Techniques and application
    • Hewitson B.C., and Crane R.G. Climate downscaling: Techniques and application. Climate Research 7 (1996) 85-95
    • (1996) Climate Research , vol.7 , pp. 85-95
    • Hewitson, B.C.1    Crane, R.G.2
  • 39
    • 85032752004 scopus 로고
    • Progress in supervised neural networks: What's new since Lippmann?
    • Hush D.R., and Horne B.G. Progress in supervised neural networks: What's new since Lippmann?. IEEE Signal Processing Magazine 10 (1993) 8-39
    • (1993) IEEE Signal Processing Magazine , vol.10 , pp. 8-39
    • Hush, D.R.1    Horne, B.G.2
  • 40
    • 33750023487 scopus 로고    scopus 로고
    • IPCC, 1992. Leggett, J., Pepper W.J., Swart, R., (Eds.) Climate change 1992, the supplementary report to the IPCC scientific assessment, Intergovernmental Panel on Climate Change IPCC, Cambridge University Press, Cambridge, UK, (Chapter 3).
  • 41
    • 33749984003 scopus 로고    scopus 로고
    • IPCC, 2001. McCarthy, J.J., Canziani, O.F., Leary, N.A., Dokken, D.J., White, K.S. (Eds.), Climate Change 2001: Impacts, Adaptation and Vulnerability, Contribution of Working Group II to the Third Assessment Report of the Intergovernmental Panel on Climate Change, Cambridge University Press, Cambridge, UK.
  • 42
    • 4344656519 scopus 로고    scopus 로고
    • Differential impacts of climate change on the hydrology of two alpine river basins
    • Jasper K., Calanca P., Gyalistras D., and Fuhrer J. Differential impacts of climate change on the hydrology of two alpine river basins. Climate Research 26 2 (2004) 113-129
    • (2004) Climate Research , vol.26 , Issue.2 , pp. 113-129
    • Jasper, K.1    Calanca, P.2    Gyalistras, D.3    Fuhrer, J.4
  • 43
    • 0040524044 scopus 로고    scopus 로고
    • Quasi cycles in monsoon rainfall by wavelet analysis
    • Kailas S.V., and Narasimha R. Quasi cycles in monsoon rainfall by wavelet analysis. Current Science 78 (2000) 592-595
    • (2000) Current Science , vol.78 , pp. 592-595
    • Kailas, S.V.1    Narasimha, R.2
  • 45
    • 0037822222 scopus 로고    scopus 로고
    • Asymptotic behaviors of support vector machines with Gaussian kernel
    • Keerthi S.S., and Lin C.-J. Asymptotic behaviors of support vector machines with Gaussian kernel. Neural Computation 15 7 (2003) 1667-1689
    • (2003) Neural Computation , vol.15 , Issue.7 , pp. 1667-1689
    • Keerthi, S.S.1    Lin, C.-J.2
  • 46
    • 4344619815 scopus 로고    scopus 로고
    • Statistical downscaling in European mountains: verification of reconstructed air temperature
    • Kettle H., and Thompson R. Statistical downscaling in European mountains: verification of reconstructed air temperature. Climate Research 26 2 (2004) 97-112
    • (2004) Climate Research , vol.26 , Issue.2 , pp. 97-112
    • Kettle, H.1    Thompson, R.2
  • 47
    • 10944222348 scopus 로고    scopus 로고
    • Use of soft information to describe the relative uncertainty of calibration data in hydrologic models
    • 10.1029/2003WR002939
    • Khadam I.M., and Kaluarachchi J.J. Use of soft information to describe the relative uncertainty of calibration data in hydrologic models. Water Resources Research 40 11 (2004) W11505 10.1029/2003WR002939
    • (2004) Water Resources Research , vol.40 , Issue.11
    • Khadam, I.M.1    Kaluarachchi, J.J.2
  • 50
    • 0003358011 scopus 로고
    • Effect of transient increase in greenhouse gases and sulfate aerosols on monsoon climate
    • Lal M., Cubasch U., Voss R., and Waszkewitz J. Effect of transient increase in greenhouse gases and sulfate aerosols on monsoon climate. Current Science 69 (1995) 752-763
    • (1995) Current Science , vol.69 , pp. 752-763
    • Lal, M.1    Cubasch, U.2    Voss, R.3    Waszkewitz, J.4
  • 51
    • 33750029472 scopus 로고    scopus 로고
    • Lin, H.-T., Lin, C.-J., 2003. A study on sigmoid kernels for SVM and the training of non-PSD kernels by SMO-type methods. Technical report, Department of Computer Science and Information Engineering, National Taiwan University.
  • 52
    • 0029534475 scopus 로고    scopus 로고
    • Lister, R., Stone, J.V., 1995. An empirical study of the time complexity of various error functions with conjugate gradient back propagation. In: Proceedings of IEEE International Conference on Neural Networks, Perth, Australia, pp. 237-241.
  • 53
    • 33749996499 scopus 로고    scopus 로고
    • MacQueen, J., 1967. Some methods for classification and analysis of multivariate observations. In: Le Cam L.M., Neyman J. (Eds.), Proceedings of the Fifth Berkeley Symposium on Mathematical Statistics and Probability, vol. 1, University of California Press, Berkeley, pp. 281-297.
  • 54
    • 0033957764 scopus 로고    scopus 로고
    • Neural networks for the prediction and forecasting of water resources variables: a review of modelling issues and applications
    • Maier H.R., and Dandy G.C. Neural networks for the prediction and forecasting of water resources variables: a review of modelling issues and applications. Environmental Modelling and Software 15 1 (2000) 101-124
    • (2000) Environmental Modelling and Software , vol.15 , Issue.1 , pp. 101-124
    • Maier, H.R.1    Dandy, G.C.2
  • 55
    • 6444235221 scopus 로고    scopus 로고
    • Operational model for forecasting location specific quantitative precipitation and probability of precipitation over India
    • Maini P., Kumar A., Singh S.V., and Rathore L.S. Operational model for forecasting location specific quantitative precipitation and probability of precipitation over India. Journal of Hydrology 228 (2004) 170-188
    • (2004) Journal of Hydrology , vol.228 , pp. 170-188
    • Maini, P.1    Kumar, A.2    Singh, S.V.3    Rathore, L.S.4
  • 57
    • 51249194645 scopus 로고
    • A logic calculus of the ideas immanent in nervous activity
    • McCulloch W.S., and Pitts W. A logic calculus of the ideas immanent in nervous activity. Bulletin of Mathematical Biophysics 5 (1943) 115-133
    • (1943) Bulletin of Mathematical Biophysics , vol.5 , pp. 115-133
    • McCulloch, W.S.1    Pitts, W.2
  • 59
    • 0001500115 scopus 로고
    • Functions of positive and negative type and their connection with the theory of integral equations
    • Mercer J. Functions of positive and negative type and their connection with the theory of integral equations. Philosophical Transactions of the Royal Society, London, A 209 (1909) 415-446
    • (1909) Philosophical Transactions of the Royal Society, London, A , vol.209 , pp. 415-446
    • Mercer, J.1
  • 61
    • 0035443392 scopus 로고    scopus 로고
    • New Zealand climate change information derived by multivariate statistical and artificial neural networks approaches
    • Mpelasoka F.S., Mullan A.B., and Heerdegen R.G. New Zealand climate change information derived by multivariate statistical and artificial neural networks approaches. International Journal of Climatology 21 11 (2001) 1415-1433
    • (2001) International Journal of Climatology , vol.21 , Issue.11 , pp. 1415-1433
    • Mpelasoka, F.S.1    Mullan, A.B.2    Heerdegen, R.G.3
  • 63
    • 33749996234 scopus 로고    scopus 로고
    • NRC, 1998. Decade-to-Century-Scale Climate Variability and Change: A Science Strategy. National Resources Council, Panel on Climate Variability on Decade-to-Century Time Scales, National Academy Press, Washington, DC.
  • 65
    • 0031200813 scopus 로고    scopus 로고
    • Development of a relationship between station and grid-box rainday frequencies for climate model evaluation
    • Osborn T.J., and Hulme M. Development of a relationship between station and grid-box rainday frequencies for climate model evaluation. Journal of Climate 10 (1997) 1885-1908
    • (1997) Journal of Climate , vol.10 , pp. 1885-1908
    • Osborn, T.J.1    Hulme, M.2
  • 66
    • 18144394762 scopus 로고    scopus 로고
    • Forecasting regional electricity load based on recurrent support vector machines with genetic algorithms
    • Pai P.F., and Hong W.C. Forecasting regional electricity load based on recurrent support vector machines with genetic algorithms. Electric Power Systems Research 74 3 (2005) 417-425
    • (2005) Electric Power Systems Research , vol.74 , Issue.3 , pp. 417-425
    • Pai, P.F.1    Hong, W.C.2
  • 69
    • 0036030377 scopus 로고    scopus 로고
    • Pasquariello, G., Ancona, N., Blonda, P., Tarantino, C., Satalino, G., D'Addabbo, A., 2002. Neural network ensemble and support vector machine classifiers for the analysis of remotely sensed data: A comparison. In: IEEE International Geoscience and Remote Sensing Symposium, Toronto, Canada, pp. 509-511.
  • 70
    • 0036564915 scopus 로고    scopus 로고
    • Neural networks as an intelligence amplification tool: A review of applications
    • Poulton M.M. Neural networks as an intelligence amplification tool: A review of applications. Geophysics 67 3 (2002) 979-993
    • (2002) Geophysics , vol.67 , Issue.3 , pp. 979-993
    • Poulton, M.M.1
  • 73
    • 0343384269 scopus 로고    scopus 로고
    • A neural network approach to local downscaling of GCM output for assessing wind power implications of climate change
    • Sailor D.J., Hu T., Li X., and Rosen J.N. A neural network approach to local downscaling of GCM output for assessing wind power implications of climate change. Renewable Energy 19 3 (2000) 359-378
    • (2000) Renewable Energy , vol.19 , Issue.3 , pp. 359-378
    • Sailor, D.J.1    Hu, T.2    Li, X.3    Rosen, J.N.4
  • 74
    • 33749991439 scopus 로고    scopus 로고
    • An introduction to support vector machines
    • Misra J.C. (Ed), Narosa Publishing House, New Delhi
    • Sastry P.S. An introduction to support vector machines. In: Misra J.C. (Ed). Computing and Information Sciences: Recent Trends (2003), Narosa Publishing House, New Delhi
    • (2003) Computing and Information Sciences: Recent Trends
    • Sastry, P.S.1
  • 75
    • 0347765714 scopus 로고    scopus 로고
    • Linking global circulation model outputs to regional geomorphic models: a case study of landslide activity in New Zealand
    • Schmidt M., and Glade T. Linking global circulation model outputs to regional geomorphic models: a case study of landslide activity in New Zealand. Climate Research 25 2 (2003) 135-150
    • (2003) Climate Research , vol.25 , Issue.2 , pp. 135-150
    • Schmidt, M.1    Glade, T.2
  • 77
    • 0035875227 scopus 로고    scopus 로고
    • Downscaling temperature and precipitation: A comparison of regression-based methods and artificial neural networks
    • Schoof J.T., and Pryor S.C. Downscaling temperature and precipitation: A comparison of regression-based methods and artificial neural networks. International Journal of Climatology 21 7 (2001) 773-790
    • (2001) International Journal of Climatology , vol.21 , Issue.7 , pp. 773-790
    • Schoof, J.T.1    Pryor, S.C.2
  • 78
    • 0034243471 scopus 로고    scopus 로고
    • Boosting neural networks
    • Schwenk H., and Bengio Y. Boosting neural networks. Neural Computation 12 8 (2000) 1869-1887
    • (2000) Neural Computation , vol.12 , Issue.8 , pp. 1869-1887
    • Schwenk, H.1    Bengio, Y.2
  • 79
    • 0003100420 scopus 로고    scopus 로고
    • Cross-scale relationships regarding local temperature inversions at Cape Town and global climate change implications
    • Shannon D.A., and Hewitson B.C. Cross-scale relationships regarding local temperature inversions at Cape Town and global climate change implications. South African Journal of Science 92 4 (1996) 213-216
    • (1996) South African Journal of Science , vol.92 , Issue.4 , pp. 213-216
    • Shannon, D.A.1    Hewitson, B.C.2
  • 80
    • 33750006620 scopus 로고    scopus 로고
    • Sharma, C., Roy, J., Rupa kumar, K., Chadha, D.K., Singh, R.N., Saheb, S.P., Mitra, A.P., 2003. Impacts of climate change on water resources in India. In: Muhammed A. (Ed.), Proceedings of Year End Workshop on Climate Change and Water Resources in South Asia, Kathmandu, Nepal, Asianics Agro Development International publishers, Islamabad, Pakistan, pp. 61-90 (chapter 3).
  • 81
    • 33750017167 scopus 로고    scopus 로고
    • Shivam, T., 2004. Downscaling of General Circulation Models to Assess the Impact of Climate Change on Rainfall of India, ME thesis, Indian Institute of Science, Bangalore, India.
  • 82
    • 0032098361 scopus 로고    scopus 로고
    • The connection between regularization operators and support vector kernels
    • Smola A.J., Scholkopf B., and Muller K.R. The connection between regularization operators and support vector kernels. Neural Networks 11 4 (1998) 637-649
    • (1998) Neural Networks , vol.11 , Issue.4 , pp. 637-649
    • Smola, A.J.1    Scholkopf, B.2    Muller, K.R.3
  • 83
    • 0033947480 scopus 로고    scopus 로고
    • Spatial interpolation of surface air temperatures using artificial neural networks: Evaluating their use for downscaling GCMs
    • Snell S.E., Gopal S., and Kaufmann R.K. Spatial interpolation of surface air temperatures using artificial neural networks: Evaluating their use for downscaling GCMs. Journal of Climate 13 5 (2000) 886-895
    • (2000) Journal of Climate , vol.13 , Issue.5 , pp. 886-895
    • Snell, S.E.1    Gopal, S.2    Kaufmann, R.K.3
  • 84
    • 3343016821 scopus 로고    scopus 로고
    • Downscaling climate change scenarios in an urban land use change model
    • Solecki W.D., and Oliveri C. Downscaling climate change scenarios in an urban land use change model. Journal of Environmental Management 72 1-2 (2004) 105-115
    • (2004) Journal of Environmental Management , vol.72 , Issue.1-2 , pp. 105-115
    • Solecki, W.D.1    Oliveri, C.2
  • 85
    • 0028752170 scopus 로고    scopus 로고
    • Stone, J.V., Lister, R., 1994. On the relative time complexities of standard and conjugate gradient back-propagation. In: Proceedings of IEEE International Conference on Neural Networks, Orlando, FL, USA, pp. 84-87.
  • 86
    • 0034822542 scopus 로고    scopus 로고
    • Suykens, J.A.K., 2001. Nonlinear modelling and support vector machines. In: Proceedings of IEEE Instrumentation and measurement technology conference, Budapest, Hungary, pp. 287-294.
  • 88
    • 1342329662 scopus 로고    scopus 로고
    • A statistical downscaling method for monthly total precipitation over Turkey
    • Tatli H., Dalfes H.N., and Mentes S. A statistical downscaling method for monthly total precipitation over Turkey. International Journal of Climatology 24 2 (2004) 161-180
    • (2004) International Journal of Climatology , vol.24 , Issue.2 , pp. 161-180
    • Tatli, H.1    Dalfes, H.N.2    Mentes, S.3
  • 89
    • 0033533301 scopus 로고    scopus 로고
    • Simulation of daily temperatures for climate change scenarios over Portugal: a neural network model approach
    • Trigo R.M., and Palutikof J.P. Simulation of daily temperatures for climate change scenarios over Portugal: a neural network model approach. Climate Research 13 1 (1999) 45-59
    • (1999) Climate Research , vol.13 , Issue.1 , pp. 45-59
    • Trigo, R.M.1    Palutikof, J.P.2
  • 90
    • 0002988210 scopus 로고
    • Computing Machinery and Intelligence
    • Turing A.M. Computing Machinery and Intelligence. Mind 59 236 (1950) 433-460
    • (1950) Mind 59 , vol.236 , pp. 433-460
    • Turing, A.M.1
  • 91
    • 0040864988 scopus 로고
    • Principles of risk minimization for learning theory
    • San Mateo, Morgan Kaufmann, CA
    • Vapnik V.N. Principles of risk minimization for learning theory. Advances in Neural Information Processing Systems vol. 4 (1992), San Mateo, Morgan Kaufmann, CA 831-838
    • (1992) Advances in Neural Information Processing Systems , vol.4 , pp. 831-838
    • Vapnik, V.N.1
  • 94
    • 0001024505 scopus 로고
    • On the uniform convergence of relative frequencies of events to their probabilities
    • Vapnik V.N., and Chervonenkis A.Ya. On the uniform convergence of relative frequencies of events to their probabilities. Theoretical Probability and its applications 17 (1971) 264-280
    • (1971) Theoretical Probability and its applications , vol.17 , pp. 264-280
    • Vapnik, V.N.1    Chervonenkis, A.Ya.2
  • 95
    • 0035905691 scopus 로고    scopus 로고
    • Reconstruction of potential evaporation for water balance studies
    • Weisse R., and Oestreicher R. Reconstruction of potential evaporation for water balance studies. Climate Research 16 2 (2001) 123-131
    • (2001) Climate Research , vol.16 , Issue.2 , pp. 123-131
    • Weisse, R.1    Oestreicher, R.2
  • 96
    • 0032431589 scopus 로고    scopus 로고
    • Modelling low-frequency rainfall events using airflow indices, weather patterns and frontal frequencies
    • Wilby R.L. Modelling low-frequency rainfall events using airflow indices, weather patterns and frontal frequencies. Journal of Hydrology 213 1-4 (1998) 380-392
    • (1998) Journal of Hydrology , vol.213 , Issue.1-4 , pp. 380-392
    • Wilby, R.L.1
  • 97
    • 0031412203 scopus 로고    scopus 로고
    • Downscaling general circulation model output: a review of methods and limitations
    • Wilby R.L., and Wigley T.M.L. Downscaling general circulation model output: a review of methods and limitations. Progress in Physical Geography 21 4 (1997) 530-548
    • (1997) Progress in Physical Geography , vol.21 , Issue.4 , pp. 530-548
    • Wilby, R.L.1    Wigley, T.M.L.2
  • 98
    • 0034070008 scopus 로고    scopus 로고
    • Precipitation predictors for downscaling: observed and General Circulation Model relationships
    • Wilby R.L., and Wigley T.M.L. Precipitation predictors for downscaling: observed and General Circulation Model relationships. International Journal of Climatology 20 6 (2000) 641-661
    • (2000) International Journal of Climatology , vol.20 , Issue.6 , pp. 641-661
    • Wilby, R.L.1    Wigley, T.M.L.2
  • 100
    • 33749995815 scopus 로고    scopus 로고
    • Wilby, R.L., Charles, S.P., Zorita, E., Timbal, B., Whetton, P., Mearns, L.O., 2004. The guidelines for use of climate scenarios developed from statistical downscaling methods. Supporting material of the Intergovernmental Panel on Climate Change (IPCC), prepared on behalf of Task Group on Data and Scenario Support for Impacts and Climate Analysis (TGICA).(http://ipcc-ddc.cru.uea.ac.uk/guidelines/StatDown_Guide.pdf).
  • 101
    • 0022266967 scopus 로고
    • Small-scale climate map: a sensitivity analysis of some common assumptions associated with the grid-point interpolation and contouring
    • Willmott C.J., Rowe C.M., and Philpot W.D. Small-scale climate map: a sensitivity analysis of some common assumptions associated with the grid-point interpolation and contouring. American Cartographer 12 (1985) 5-16
    • (1985) American Cartographer , vol.12 , pp. 5-16
    • Willmott, C.J.1    Rowe, C.M.2    Philpot, W.D.3
  • 102
    • 0022876625 scopus 로고
    • Regional flood frequency analysis II Multivariate classification of drainage basins in Britain
    • Wiltshire S.E. Regional flood frequency analysis II Multivariate classification of drainage basins in Britain. Hydrological Sciences Journal 31 (1986) 335-346
    • (1986) Hydrological Sciences Journal , vol.31 , pp. 335-346
    • Wiltshire, S.E.1
  • 103
    • 0031410058 scopus 로고    scopus 로고
    • The simulation of daily temperature time series from GCM output. Part II: Sensitivity analysis of an empirical transfer function methodology
    • Winkler J.A., Palutikof J.P., Andresen J.A., and Goodess C.M. The simulation of daily temperature time series from GCM output. Part II: Sensitivity analysis of an empirical transfer function methodology. Journal of Climate 10 10 (1997) 2514-2532
    • (1997) Journal of Climate , vol.10 , Issue.10 , pp. 2514-2532
    • Winkler, J.A.1    Palutikof, J.P.2    Andresen, J.A.3    Goodess, C.M.4
  • 104
    • 0032855811 scopus 로고    scopus 로고
    • From GCMs to river flow: a review of downscaling methods and hydrologic modelling approaches
    • Xu C.Y. From GCMs to river flow: a review of downscaling methods and hydrologic modelling approaches. Progress in Physical Geography 23 2 (1999) 229-249
    • (1999) Progress in Physical Geography , vol.23 , Issue.2 , pp. 229-249
    • Xu, C.Y.1
  • 105
    • 0034100712 scopus 로고    scopus 로고
    • Prediction of watershed runoff using bayesian concepts and modular neural network
    • Zhang B., and Govidaraju R.S. Prediction of watershed runoff using bayesian concepts and modular neural network. Water Resources Research 36 3 (2000) 753-762
    • (2000) Water Resources Research , vol.36 , Issue.3 , pp. 753-762
    • Zhang, B.1    Govidaraju, R.S.2
  • 106
    • 4444258491 scopus 로고    scopus 로고
    • Zheng, C., Jiao, L., 2004. Automatic parameters selection for SVM based on GA. In: IEEE Conference Proceedings of the Fifth World Congress on Intelligent Control and Automation. Hangzhou, PR China, pp. 1869-1872.
  • 107
    • 3142685435 scopus 로고    scopus 로고
    • Downscaling monthly forecasts to simulate impacts of climate change on soil erosion and wheat production
    • Zhang X.C., Nearing M.A., Garbrecht J.D., and Steiner J.L. Downscaling monthly forecasts to simulate impacts of climate change on soil erosion and wheat production. Soil Science Society of America Journal 68 4 (2004) 1376-1385
    • (2004) Soil Science Society of America Journal , vol.68 , Issue.4 , pp. 1376-1385
    • Zhang, X.C.1    Nearing, M.A.2    Garbrecht, J.D.3    Steiner, J.L.4


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