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Volumn 19, Issue 4, 2004, Pages 1821-1830

Load forecasting using support vector machines: A study on EUNITE Competition 2001

Author keywords

Load forecasting; Regression; Support vector machines; Time series

Indexed keywords

LEARNING SYSTEMS; MATHEMATICAL MODELS; REGRESSION ANALYSIS; TIME SERIES ANALYSIS;

EID: 9244240793     PISSN: 08858950     EISSN: None     Source Type: Journal    
DOI: 10.1109/TPWRS.2004.835679     Document Type: Article
Times cited : (760)

References (29)
  • 1
    • 0035248045 scopus 로고    scopus 로고
    • "Neural networks for short-term load forecasting: A review and evaluation"
    • Feb
    • H. S. Hippert, C. E. Pedreira, and R. C. Souza, "Neural networks for short-term load forecasting: A review and evaluation," IEEE Trans. Power Syst., vol. 16, pp. 44-55, Feb. 2001.
    • (2001) IEEE Trans. Power Syst. , vol.16 , pp. 44-55
    • Hippert, H.S.1    Pedreira, C.E.2    Souza, R.C.3
  • 2
    • 9244258495 scopus 로고    scopus 로고
    • "Neural network models for short-term load forecasting"
    • Master's thesis, Dept. Eng. Phys. Math., Helsinki Univ. Technology, Helsinki, Finland
    • P. Murto, "Neural network models for short-term load forecasting," Master's thesis, Dept. Eng. Phys. Math., Helsinki Univ. Technology, Helsinki, Finland, 1998.
    • (1998)
    • Murto, P.1
  • 4
    • 34249753618 scopus 로고
    • "Support-vector network"
    • C. Cortes and V. Vapnik, "Support-vector network", Mach. Learn., vol. 20, pp. 273-297, 1995.
    • (1995) Mach. Learn. , vol.20 , pp. 273-297
    • Cortes, C.1    Vapnik, V.2
  • 7
    • 0027590291 scopus 로고
    • "A generalized knowledge-based short-term load-forecasting technique"
    • May
    • S. Rahman and O. Hazim, "A generalized knowledge-based short-term load-forecasting technique," IEEE Trans. Power Syst., vol. 8, pp. 508-514, May 1993.
    • (1993) IEEE Trans. Power Syst. , vol.8 , pp. 508-514
    • Rahman, S.1    Hazim, O.2
  • 9
    • 0035425552 scopus 로고    scopus 로고
    • "Short-term hourly load forecasting using time-series modeling with peak load estimation capability"
    • Aug
    • N. Amjady, "Short-term hourly load forecasting using time-series modeling with peak load estimation capability," IEEE Trans. Power Syst., vol. 16, pp. 498-505, Aug. 2001.
    • (2001) IEEE Trans. Power Syst. , vol.16 , pp. 498-505
    • Amjady, N.1
  • 10
    • 0001558731 scopus 로고    scopus 로고
    • Annealed competition of experts for a segmentation and classification of switching dynamics
    • [Online]. Available
    • K. Pawelzik, J. Kohlmorgen, and K.-R. Müller. (1996) Annealed competition of experts for a segmentation and classification of switching dynamics. Neural Computation. [Online]. Available: http://cite-seer.nj.nec.com/pawelzik96annealed.html
    • (1996) Neural Computation
    • Pawelzik, K.1    Kohlmorgen, J.2    Müller, K.-R.3
  • 11
    • 0036079944 scopus 로고    scopus 로고
    • "Analysis of switching dynamics with competing support vector machines"
    • M.-W. Chang, C.-J. Lin, and R. C. Weng, "Analysis of switching dynamics with competing support vector machines," in Proc. IJCNN, 2002, pp. 2387-2392.
    • (2002) Proc. IJCNN , pp. 2387-2392
    • Chang, M.-W.1    Lin, C.-J.2    Weng, R.C.3
  • 12
    • 9244244078 scopus 로고    scopus 로고
    • "Adaptive logic networks for east slovakian electrical load forecasting"
    • P. Sinčák, J. Strackeljan, M. Kolcun, D. Novotný, and P. Szathmáry, Eds: EUNTTE: The European Network on Intelligent Technologies for Smart Adaptive Systems
    • D. Esp, "Adaptive logic networks for east slovakian electrical load forecasting," in Electricity Load Forcast Using Intelligent Technologies, P. Sinčák, J. Strackeljan, M. Kolcun, D. Novotný, and P. Szathmáry, Eds: EUNTTE: The European Network on Intelligent Technologies for Smart Adaptive Systems, 2002, pp. 55-74.
    • (2002) Electricity Load Forcast Using Intelligent Technologies , pp. 55-74
    • Esp, D.1
  • 13
    • 9244246713 scopus 로고    scopus 로고
    • "Electricity load forecast using functional networks"
    • P. Sinčák, J. Strackeljan, M. Kolcun, D. Novolný, and P. Szathmáry, Eds: EUNITE: The European Network on Intelligent Technologies for Smart Adaptive Systems
    • E. Castillo, B. Guijarro, and A. Alonso, "Electricity load forecast using functional networks," in Electricity Load Forcast Using Intelligent Technologies, P. Sinčák, J. Strackeljan, M. Kolcun, D. Novolný, and P. Szathmáry, Eds: EUNITE: The European Network on Intelligent Technologies for Smart Adaptive Systems, 2002, pp. 75-84.
    • (2002) Electricity Load Forcast Using Intelligent Technologies , pp. 75-84
    • Castillo, E.1    Guijarro, B.2    Alonso, A.3
  • 14
    • 9244232218 scopus 로고    scopus 로고
    • "Storage of half hourly electric metering data and forecasting with artificial neural network technology"
    • P. Sinčák, J. Strackeljan, M. Kolcun, D. Novotný, and P. Szathmáry, Eds: EUNITE: The European Network on Intelligent Technologies for Smart Adaptive Systems
    • I. King and J. Tindle, "Storage of half hourly electric metering data and forecasting with artificial neural network technology," in Electricity Load Forcast Using Intelligent Technologies, P. Sinčák, J. Strackeljan, M. Kolcun, D. Novotný, and P. Szathmáry, Eds: EUNITE: The European Network on Intelligent Technologies for Smart Adaptive Systems, 2002, pp. 93-106.
    • (2002) Electricity Load Forcast Using Intelligent Technologies , pp. 93-106
    • King, I.1    Tindle, J.2
  • 15
    • 9244231693 scopus 로고    scopus 로고
    • "Averaging and data enrichment: Two approaches to electricity load forecasting"
    • P. Sinčák, J. Strackeljan, M. Kolcun, D. Novotný, and P. Szathmáry, Eds: EUNITE: The European Network on Intelligent Technologies for Smart Adaptive Systems
    • W. Kowalczyk, "Averaging and data enrichment: Two approaches to electricity load forecasting," in Electricity Load Forcast Using Intelligent Technologies, P. Sinčák, J. Strackeljan, M. Kolcun, D. Novotný, and P. Szathmáry, Eds: EUNITE: The European Network on Intelligent Technologies for Smart Adaptive Systems, 2002, pp. 209-218.
    • (2002) Electricity Load Forcast Using Intelligent Technologies , pp. 209-218
    • Kowalczyk, W.1
  • 16
    • 0033177289 scopus 로고    scopus 로고
    • "Winning entry of the K. U. leuven time series prediction competition"
    • J. McNames, J. A. K. Suykens, and J. Vandewalle, "Winning entry of the K. U. leuven time series prediction competition," Int. J. Bifurc. Chaos, vol. 9, no. 8, pp. 1485-1500,1999.
    • (1999) Int. J. Bifurc. Chaos , vol.9 , Issue.8 , pp. 1485-1500
    • McNames, J.1    Suykens, J.A.K.2    Vandewalle, J.3
  • 17
    • 9244238078 scopus 로고    scopus 로고
    • "Eunite world-wide competition: Research report"
    • P. Sinčák, J. Strackeljan, M. Kolcun, D. Novotný, and P. Szathmáry, Eds: EUNITE: The European Network on Intelligent Technologies for Smart Adaptive Systems
    • G. Bontempi, "Eunite world-wide competition: Research report," in Electricity Load Forcast Using Intelligent Technologies, P. Sinčák, J. Strackeljan, M. Kolcun, D. Novotný, and P. Szathmáry, Eds: EUNITE: The European Network on Intelligent Technologies for Smart Adaptive Systems, 2002, pp. 33-40.
    • (2002) Electricity Load Forcast Using Intelligent Technologies , pp. 33-40
    • Bontempi, G.1
  • 19
    • 1842607847 scopus 로고    scopus 로고
    • R Development Core Team, R Foundation for Statistical Computing Vienna, Austria. [Online]. Available
    • R Development Core Team, R Foundation for Statistical Computing. (2003) R: A Language and Environment for Statistical Computing, Vienna, Austria. [Online]. Available: http://www.R-project.org
    • (2003) R: A Language and Environment for Statistical Computing
  • 21
    • 9244220534 scopus 로고    scopus 로고
    • "Prediction of electricity load by modeling the temperature dependencies"
    • P. Sinčák, J. Strackeljan, M. Kolcun, D. Novotný, and P. Szathmáry, Eds: EUNITE: The European Network on Intelligent Technologies for Smart Adaptive Systems
    • A. Lewandowski, F. Sandner, and P. Protzel, "Prediction of electricity load by modeling the temperature dependencies," in Electricity Load Forcast Using Intelligent Technologies, P. Sinčák, J. Strackeljan, M. Kolcun, D. Novotný, and P. Szathmáry, Eds: EUNITE: The European Network on Intelligent Technologies for Smart Adaptive Systems, 2002, pp. 107-114.
    • (2002) Electricity Load Forcast Using Intelligent Technologies , pp. 107-114
    • Lewandowski, A.1    Sandner, F.2    Protzel, P.3
  • 22
    • 9244259013 scopus 로고    scopus 로고
    • "Middle-term electrical load forecasting by time series decomposition"
    • P. Sinčák, J. Strackeljan, M. Kolcun, D. Novotný, and P. Szathmáry, Eds: EUNITE: The European Network on Intelligent Technologies for Smart Adaptive Systems
    • E. Pelikán, "Middle-term electrical load forecasting by time series decomposition," in Electricity Load Forcast Using Intelligent Technologies, P. Sinčák, J. Strackeljan, M. Kolcun, D. Novotný, and P. Szathmáry, Eds: EUNITE: The European Network on Intelligent Technologies for Smart Adaptive Systems, 2002, pp. 167-176.
    • (2002) Electricity Load Forcast Using Intelligent Technologies , pp. 167-176
    • Pelikán, E.1
  • 23
    • 9244257219 scopus 로고    scopus 로고
    • "Different models to forecast electricity loads"
    • P. Sinčák, J. Strackeljan, M. Kolcun, D. Novotný, and P. Szathmáry, Eds: EUNITE: The European Network on Intelligent Technologies for Smart Adaptive Systems
    • W. Brockmann and S. Kuthe, "Different models to forecast electricity loads," in Electricity Load Forcast Using Intelligent Technologies, P. Sinčák, J. Strackeljan, M. Kolcun, D. Novotný, and P. Szathmáry, Eds: EUNITE: The European Network on Intelligent Technologies for Smart Adaptive Systems, 2002, pp. 41-54.
    • (2002) Electricity Load Forcast Using Intelligent Technologies , pp. 41-54
    • Brockmann, W.1    Kuthe, S.2
  • 24
    • 84855800068 scopus 로고    scopus 로고
    • "SVM for an electricity load forecast problem"
    • P. Sinčák, J. Strackeljan, M. Kolcun, D. Novotný, and P. Szathmáry, Eds: EUNITE: The European Network on Intelligent Technologies for Smart Adaptive Systems
    • F. Rivieccio, "SVM for an electricity load forecast problem," in Electricity Load Forcast Using Intelligent Technologies, P. Sinčák, J. Strackeljan, M. Kolcun, D. Novotný, and P. Szathmáry, Eds: EUNITE: The European Network on Intelligent Technologies for Smart Adaptive Systems, 2002, pp. 177-186,
    • (2002) Electricity Load Forcast Using Intelligent Technologies , pp. 177-186
    • Rivieccio, F.1
  • 25
    • 9244256678 scopus 로고    scopus 로고
    • "Electricity load forecasting using ANN"
    • P. Sinčák, J. Strackeljan, M. Kolcun, D. Novotný, and P. Szathmáry, Eds: EUNITE: The European Network on Intelligent Technologies for Smart Adaptive Systems
    • D. Živčák, "Electricity load forecasting using ANN," in Electricity Load Forcast Using Intelligent Technologies, P. Sinčák, J. Strackeljan, M. Kolcun, D. Novotný, and P. Szathmáry, Eds: EUNITE: The European Network on Intelligent Technologies for Smart Adaptive Systems, 2002, pp. 219-231.
    • (2002) Electricity Load Forcast Using Intelligent Technologies , pp. 219-231
    • Živčák, D.1
  • 26
    • 9244256264 scopus 로고    scopus 로고
    • "Maximum electricity load problem"
    • P. Sinčák, J. Strackeljan, M. Kolcun, D. Novotný, and P. Szathmáry, Eds: EUNITE: The European Network on Intelligent Technologies for Smart Adaptive Systems
    • R. C. Weizenegger, "Maximum electricity load problem," in Electricity Load Forcast Using Intelligent Technologies, P. Sinčák, J. Strackeljan, M. Kolcun, D. Novotný, and P. Szathmáry, Eds: EUNITE: The European Network on Intelligent Technologies for Smart Adaptive Systems, 2002, pp. 187-208.
    • (2002) Electricity Load Forcast Using Intelligent Technologies , pp. 187-208
    • Weizenegger, R.C.1
  • 27
    • 9244241425 scopus 로고    scopus 로고
    • "Inductive self-organizing algorithm for maximum electrical load prediction"
    • P. Sinčák, J. Strackeljan, M. Kolcun, D. Novotný, and P. Szathmáry, Eds: EUNITE: The European Network on Intelligent Technologies for Smart Adaptive Systems
    • G. A. Ivakhnenko, "Inductive self-organizing algorithm for maximum electrical load prediction," in Electricity Load Forcast Using Intelligent Technologies, P. Sinčák, J. Strackeljan, M. Kolcun, D. Novotný, and P. Szathmáry, Eds: EUNITE: The European Network on Intelligent Technologies for Smart Adaptive Systems, 2002, pp. 85-92.
    • (2002) Electricity Load Forcast Using Intelligent Technologies , pp. 85-92
    • Ivakhnenko, G.A.1
  • 29
    • 9244231059 scopus 로고    scopus 로고
    • "Application of learning fuzzy inference systems in electricity load forecast"
    • P. Sinčák, J. Strackeljan, M. Kolcun, D. Novotný, and P. Szathmáry, Eds: EUNTTE: The European Network on Intelligent Technologies for Smart Adaptive Systems
    • A. Lotfi, "Application of learning fuzzy inference systems in electricity load forecast," in Electricity Load Forcast Using Intelligent Technologies, P. Sinčák, J. Strackeljan, M. Kolcun, D. Novotný, and P. Szathmáry, Eds: EUNTTE: The European Network on Intelligent Technologies for Smart Adaptive Systems, 2002, pp. 123-130.
    • (2002) Electricity Load Forcast Using Intelligent Technologies , pp. 123-130
    • Lotfi, A.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.