메뉴 건너뛰기




Volumn 399, Issue 1-2, 2011, Pages 132-140

A wavelet-support vector machine conjunction model for monthly streamflow forecasting

Author keywords

Discrete wavelet transform; Forecast; Monthly streamflows; Support vector machine

Indexed keywords

CORRELATION COEFFICIENT; EASTERN BLACK SEA REGION; FORECAST; FORECAST ACCURACY; MEAN ABSOLUTE ERROR; MONTHLY FLOW; MONTHLY STREAMFLOWS; ROOT MEAN SQUARE ERRORS; SINGLE SUPPORT; STREAMFLOW FORECASTING; SUPPORT VECTOR; SUPPORT VECTOR REGRESSION MODELS;

EID: 79951579061     PISSN: 00221694     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.jhydrol.2010.12.041     Document Type: Article
Times cited : (281)

References (38)
  • 1
    • 33846255497 scopus 로고    scopus 로고
    • Incremental support vector machine framework for visual sensor networks, EURASIP J. Adv. Signal Process. 2007, doi:10.1155/2007/64270 (Article ID 64270).
    • Awad, M., Jiang, X., Motai, Y., 2007. Incremental support vector machine framework for visual sensor networks, EURASIP J. Adv. Signal Process. 2007, 15p. doi:10.1155/2007/64270 (Article ID 64270).
    • (2007) , pp. 15
    • Awad, M.1    Jiang, X.2    Motai, Y.3
  • 2
    • 77950866077 scopus 로고    scopus 로고
    • Statistical downscaling of daily precipitation using support vector statistical downscaling of daily precipitation using support vector machines and multivariate analysis
    • Chen S.T., Yu P.S., Tang Y.H. Statistical downscaling of daily precipitation using support vector statistical downscaling of daily precipitation using support vector machines and multivariate analysis. J. Hydrol. 2010, 385(1-4):13-22.
    • (2010) J. Hydrol. , vol.385 , Issue.1-4 , pp. 13-22
    • Chen, S.T.1    Yu, P.S.2    Tang, Y.H.3
  • 3
    • 18244416162 scopus 로고    scopus 로고
    • On-line estimation of unit hydrographs using the wavelet-based LMS algorithm
    • Chou C.-M., Wang R.-Y. On-line estimation of unit hydrographs using the wavelet-based LMS algorithm. Hydrol. Sci. J. 2002, 47(5):721-738.
    • (2002) Hydrol. Sci. J. , vol.47 , Issue.5 , pp. 721-738
    • Chou, C.-M.1    Wang, R.-Y.2
  • 4
    • 16544365469 scopus 로고    scopus 로고
    • Application of wavelet-based multi-model Kalman filters to real-time flood forecasting
    • Chou C.-M., Wang R.-Y. Application of wavelet-based multi-model Kalman filters to real-time flood forecasting. Hydrol. Proces. 2004, 18:987-1008.
    • (2004) Hydrol. Proces. , vol.18 , pp. 987-1008
    • Chou, C.-M.1    Wang, R.-Y.2
  • 5
    • 45449119903 scopus 로고    scopus 로고
    • Estimation of daily suspended sediments using support vector machines
    • Cimen M. Estimation of daily suspended sediments using support vector machines. Hydrol. Sci. J. 2008, 53(3):656-666.
    • (2008) Hydrol. Sci. J. , vol.53 , Issue.3 , pp. 656-666
    • Cimen, M.1
  • 6
    • 2042453329 scopus 로고    scopus 로고
    • Wavelet analysis of variability in annual Canadian streamflows. Water Resour. Res. 40, W03105.
    • Coulibaly, P., Burn, H.D., 2004. Wavelet analysis of variability in annual Canadian streamflows. Water Resour. Res. 40, W03105.
    • (2004)
    • Coulibaly, P.1    Burn, H.D.2
  • 7
    • 0036161010 scopus 로고    scopus 로고
    • A probabilistic framework for SVM regression and error bar estimation
    • Gao J.B., Gunn S.R., Harris C.J., Brown M. A probabilistic framework for SVM regression and error bar estimation. Mach. Learn. 2001, 46:71-89.
    • (2001) Mach. Learn. , vol.46 , pp. 71-89
    • Gao, J.B.1    Gunn, S.R.2    Harris, C.J.3    Brown, M.4
  • 8
    • 79951581317 scopus 로고    scopus 로고
    • Support Vector Machines for Classification and Regression, Technical Report, University of Southampton, England.
    • Gunn, S.R., 1998. Support Vector Machines for Classification and Regression, Technical Report, University of Southampton, England.
    • (1998)
    • Gunn, S.R.1
  • 9
    • 74149092556 scopus 로고    scopus 로고
    • Clustering spatial-temporal precipitation data using wavelet transform and self-organizing map neural network
    • Hsu K.C., Li S.T. Clustering spatial-temporal precipitation data using wavelet transform and self-organizing map neural network. Adv. Water Resour. 2010, 33(2):190-200.
    • (2010) Adv. Water Resour. , vol.33 , Issue.2 , pp. 190-200
    • Hsu, K.C.1    Li, S.T.2
  • 10
    • 50549085536 scopus 로고    scopus 로고
    • Downscaling and forecasting of evapotranspiration using a synthetic model of wavelets and support vector machines
    • Kaheil Y.H., Rosero E., Gill M.K., Mc Kee M., Basatidas L.A. Downscaling and forecasting of evapotranspiration using a synthetic model of wavelets and support vector machines. IEEE Trans. Geosci. Remote Sens. 2008, 46(9):2692-2707.
    • (2008) IEEE Trans. Geosci. Remote Sens. , vol.46 , Issue.9 , pp. 2692-2707
    • Kaheil, Y.H.1    Rosero, E.2    Gill, M.K.3    Mc Kee, M.4    Basatidas, L.A.5
  • 11
    • 70349878652 scopus 로고    scopus 로고
    • Probabilistic reservoir operation using Bayesian stochastic model and support vector machine
    • Karamouz M., Ahmadi A., Moridi A. Probabilistic reservoir operation using Bayesian stochastic model and support vector machine. Adv. Water Resour. 2009, 32(11):1588-1600.
    • (2009) Adv. Water Resour. , vol.32 , Issue.11 , pp. 1588-1600
    • Karamouz, M.1    Ahmadi, A.2    Moridi, A.3
  • 13
    • 1642287800 scopus 로고    scopus 로고
    • Nonlinear set-membership estimation: a support vector machine approach
    • Keesman K.J., Stappers R. Nonlinear set-membership estimation: a support vector machine approach. Hydrol. Sci. J. 2007, 12(1):27-41.
    • (2007) Hydrol. Sci. J. , vol.12 , Issue.1 , pp. 27-41
    • Keesman, K.J.1    Stappers, R.2
  • 14
    • 33645864343 scopus 로고    scopus 로고
    • Application of support vector machine in lake water level prediction
    • Khan M.S., Coulibaly P. Application of support vector machine in lake water level prediction. J. Hydrol. Eng. 2006, 11(3):199-205.
    • (2006) J. Hydrol. Eng. , vol.11 , Issue.3 , pp. 199-205
    • Khan, M.S.1    Coulibaly, P.2
  • 15
    • 70349559015 scopus 로고    scopus 로고
    • Evapotranspiration modelling using support vector machines
    • Kisi O., Cimen M. Evapotranspiration modelling using support vector machines. Hydrol. Sci. J. 2009, 54(5):918-928.
    • (2009) Hydrol. Sci. J. , vol.54 , Issue.5 , pp. 918-928
    • Kisi, O.1    Cimen, M.2
  • 16
    • 77950865857 scopus 로고    scopus 로고
    • Cross wavelet analyses of annual continental freshwater discharge and selected climate indices
    • Labat D. Cross wavelet analyses of annual continental freshwater discharge and selected climate indices. J. Hydrol. 2010, 385(1-4):269-278.
    • (2010) J. Hydrol. , vol.385 , Issue.1-4 , pp. 269-278
    • Labat, D.1
  • 17
    • 51149118683 scopus 로고    scopus 로고
    • Using support vector machines to develop pedotransfer functions for water retention of soils in Poland
    • Lamorski K., Pachepsky Y., Slawihski C., Walczak R.T. Using support vector machines to develop pedotransfer functions for water retention of soils in Poland. Soil Sci. Soc. Am. J. 2008, 72(5):1243-1247.
    • (2008) Soil Sci. Soc. Am. J. , vol.72 , Issue.5 , pp. 1243-1247
    • Lamorski, K.1    Pachepsky, Y.2    Slawihski, C.3    Walczak, R.T.4
  • 18
    • 33746830757 scopus 로고    scopus 로고
    • Using support vector machines for long-term discharge prediction
    • Lin J.-Y., Cheng C.-T., Chau K.-W. Using support vector machines for long-term discharge prediction. Hydrol. Sci. J. 2006, 51(4):599-612.
    • (2006) Hydrol. Sci. J. , vol.51 , Issue.4 , pp. 599-612
    • Lin, J.-Y.1    Cheng, C.-T.2    Chau, K.-W.3
  • 19
    • 0036202123 scopus 로고    scopus 로고
    • Flood stage forecasting with support vector machines
    • Liong S., Sivapragasam C. Flood stage forecasting with support vector machines. J. Am. Water Resour. Associat. 2002, 38(1):173-186.
    • (2002) J. Am. Water Resour. Associat. , vol.38 , Issue.1 , pp. 173-186
    • Liong, S.1    Sivapragasam, C.2
  • 20
    • 24144451684 scopus 로고    scopus 로고
    • Decomposition of interdecadal and interannual components for North China rainfall in rainy season
    • Lu R.Y. Decomposition of interdecadal and interannual components for North China rainfall in rainy season. Chinese J. Atmos. (in Chinese) 2002, 26:611-624.
    • (2002) Chinese J. Atmos. (in Chinese) , vol.26 , pp. 611-624
    • Lu, R.Y.1
  • 21
    • 79951580726 scopus 로고    scopus 로고
    • A Fresh Engineering Approach for the Forecast of Financial Index Volatility and Hedging Strategies, PhD Thesis, Quebec University, Montreal, Canada.
    • Ma, P.Y., 2006. A Fresh Engineering Approach for the Forecast of Financial Index Volatility and Hedging Strategies, PhD Thesis, Quebec University, Montreal, Canada.
    • (2006)
    • Ma, P.Y.1
  • 22
    • 0024700097 scopus 로고
    • A theory for multi resolution signal decomposition: the wavelet representation
    • Mallat S.G. A theory for multi resolution signal decomposition: the wavelet representation. IEEE Trans. Pattern Anal. Mach. Int. 1989, 11(7):674-693.
    • (1989) IEEE Trans. Pattern Anal. Mach. Int. , vol.11 , Issue.7 , pp. 674-693
    • Mallat, S.G.1
  • 23
    • 2942720890 scopus 로고    scopus 로고
    • Automatic defect classification in long-range ultrasonic rail inspection using a support vector machine-based 'smart system'
    • McNamara J.D., Scalea F.L., Fateh M. Automatic defect classification in long-range ultrasonic rail inspection using a support vector machine-based 'smart system'. Hydrol. Sci. J. 2005, 46(6):331-337.
    • (2005) Hydrol. Sci. J. , vol.46 , Issue.6 , pp. 331-337
    • McNamara, J.D.1    Scalea, F.L.2    Fateh, M.3
  • 24
    • 70350596529 scopus 로고    scopus 로고
    • The wavelet packet transform: A technique for investigating temporal variation of river water solutes
    • Milne A.E., Macleod C.J.A., Haygarth P.M., Hawkins J.M.B., Lark R.M. The wavelet packet transform: A technique for investigating temporal variation of river water solutes. J. Hydrol. 2009, 379(1-2):1-19.
    • (2009) J. Hydrol. , vol.379 , Issue.1-2 , pp. 1-19
    • Milne, A.E.1    Macleod, C.J.A.2    Haygarth, P.M.3    Hawkins, J.M.B.4    Lark, R.M.5
  • 25
    • 0032231191 scopus 로고    scopus 로고
    • An ANN and wavelet transformation based method for short term load forecast
    • Ning M., Yunping C. An ANN and wavelet transformation based method for short term load forecast. Energy Manage. Power Deliv. In: Int. Conf. 1998, 2:405-410.
    • (1998) Energy Manage. Power Deliv. In: Int. Conf. , vol.2 , pp. 405-410
    • Ning, M.1    Yunping, C.2
  • 26
    • 33751399443 scopus 로고    scopus 로고
    • Long-term trend analysis using discrete wavelet components of annual precipitations measurements in Marmara region (Turkey)
    • Partal T., Kucuk M. Long-term trend analysis using discrete wavelet components of annual precipitations measurements in Marmara region (Turkey). Phys. Chem. Earth 2006, 31:1189-1200.
    • (2006) Phys. Chem. Earth , vol.31 , pp. 1189-1200
    • Partal, T.1    Kucuk, M.2
  • 27
    • 39549084921 scopus 로고    scopus 로고
    • Estimation of removal efficiency for settling basins using neural networks and support vector machines
    • Singh K.K., Pal M., Ojha C.S.P., Singh V.P. Estimation of removal efficiency for settling basins using neural networks and support vector machines. J. Hydrol. Eng. 2008, 13(3):146-155.
    • (2008) J. Hydrol. Eng. , vol.13 , Issue.3 , pp. 146-155
    • Singh, K.K.1    Pal, M.2    Ojha, C.S.P.3    Singh, V.P.4
  • 28
    • 27744590254 scopus 로고    scopus 로고
    • Discharge rating curve extension: a new approach
    • Sivapragasam C., Muttil N. Discharge rating curve extension: a new approach. Water Resour. Manage. 2005, 19(5):505-520.
    • (2005) Water Resour. Manage. , vol.19 , Issue.5 , pp. 505-520
    • Sivapragasam, C.1    Muttil, N.2
  • 29
    • 0032003006 scopus 로고    scopus 로고
    • Stream flow characterization and feature detection using a discrete wavelet transform
    • Smith L.C., Turcotte D.L., Isacks B. Stream flow characterization and feature detection using a discrete wavelet transform. Hydrol. Process. 1998, 12:233-249.
    • (1998) Hydrol. Process. , vol.12 , pp. 233-249
    • Smith, L.C.1    Turcotte, D.L.2    Isacks, B.3
  • 30
    • 79951581727 scopus 로고    scopus 로고
    • Regression Estimation with Support Vector Learning Machines, M.Sc. Thesis, Technische Universität München, Germany.
    • Smola, A.J., 1996. Regression Estimation with Support Vector Learning Machines, M.Sc. Thesis, Technische Universität München, Germany.
    • (1996)
    • Smola, A.J.1
  • 32
    • 84887252594 scopus 로고    scopus 로고
    • Support vector method for function approximation, regression estimation, and signal processing
    • MIT Press, Cambridge, Massachusetts, USA, M. Mozer, M. Jordan, T. Petsche (Eds.)
    • Vapnik V., Golwich S., Smola A.J. Support vector method for function approximation, regression estimation, and signal processing. Advances in Neural Information Processing Systems 9 1997, MIT Press, Cambridge, Massachusetts, USA, pp. 281-287. M. Mozer, M. Jordan, T. Petsche (Eds.).
    • (1997) Advances in Neural Information Processing Systems 9 , pp. 281-287
    • Vapnik, V.1    Golwich, S.2    Smola, A.J.3
  • 33
    • 79951577297 scopus 로고    scopus 로고
    • Support vector machines for identification and classification problems in control engineering
    • Vogt M. Support vector machines for identification and classification problems in control engineering. Hydrol. Sci. J. 2008, 56(7):391.
    • (2008) Hydrol. Sci. J. , vol.56 , Issue.7 , pp. 391
    • Vogt, M.1
  • 34
    • 33845543385 scopus 로고    scopus 로고
    • Wavelet network model and its application to the prediction of the hydrology
    • Wang W., Ding J. Wavelet network model and its application to the prediction of the hydrology. Nat. Sci. 2003, 1(1):67-71.
    • (2003) Nat. Sci. , vol.1 , Issue.1 , pp. 67-71
    • Wang, W.1    Ding, J.2
  • 35
    • 68349105875 scopus 로고    scopus 로고
    • A comparison of performance of several artificial intelligence methods for forecasting monthly discharge time series
    • Wang W.C., Chau K.W., Cheng C.T., Qiu L. A comparison of performance of several artificial intelligence methods for forecasting monthly discharge time series. J. Hydrol. 2009, 374(3-4):294-306.
    • (2009) J. Hydrol. , vol.374 , Issue.3-4 , pp. 294-306
    • Wang, W.C.1    Chau, K.W.2    Cheng, C.T.3    Qiu, L.4
  • 36
    • 47949121319 scopus 로고    scopus 로고
    • River stage prediction based on a distributed support vector regression
    • Wu C.L., Chau K.W., Li Y.S. River stage prediction based on a distributed support vector regression. J. Hydrol. 2008, 358(1-2):96-111.
    • (2008) J. Hydrol. , vol.358 , Issue.1-2 , pp. 96-111
    • Wu, C.L.1    Chau, K.W.2    Li, Y.S.3
  • 37
    • 19544366488 scopus 로고    scopus 로고
    • Multiscale characteristics of the rainy season rainfall and interdecadal decaying of summer monsoon in North China
    • Xingang D., Ping W., Jifan C. Multiscale characteristics of the rainy season rainfall and interdecadal decaying of summer monsoon in North China. Chinese Sci. Bull. 2003, 48:2730-2734.
    • (2003) Chinese Sci. Bull. , vol.48 , pp. 2730-2734
    • Xingang, D.1    Ping, W.2    Jifan, C.3
  • 38
    • 0038059014 scopus 로고    scopus 로고
    • Analysis of multiple single nucleotide polymorphisms of candidate genes related to coronary heart disease susceptibility by using support vector machines
    • Yoon Y., Song J., Hong S.H., Kim J.Q. Analysis of multiple single nucleotide polymorphisms of candidate genes related to coronary heart disease susceptibility by using support vector machines. Hydrol. Sci. J. 2004, 41(4):529-534.
    • (2004) Hydrol. Sci. J. , vol.41 , Issue.4 , pp. 529-534
    • Yoon, Y.1    Song, J.2    Hong, S.H.3    Kim, J.Q.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.