Power load forecasting with least squares support vector machines and chaos theory

Proceedings of 2005 International Conference on Neural Networks and Brain Proceedings, ICNNB'05

Volumn 2, Issue , 2005, Pages 1020-1024

  Wu, Hai Shan ^a   Zhang, Shen ^a  

^a CHINA UNIVERSITY OF MINING AND TECHNOLOGY   (China)

Author keywords

[No Author keywords available]

Indexed keywords

CHAOS THEORY; ERROR ANALYSIS; LEARNING SYSTEMS; LEAST SQUARES APPROXIMATIONS; LYAPUNOV METHODS; WAVELET TRANSFORMS;

AVERAGE MUTUAL INFORMATION (AMI) METHOD; LOAD SERIES; POWER LOAD; SUPPORT VECTOR MACHINES;

FORECASTING;

EID: 33847105083     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (15)

1. H.S. Hipper, C.E. Pedreira, and R.C. Souza, "Neural networks for short-term load forecasting: A review and evaluation", IEEE Trans. Power System., vol.16, pp.44-55, Feb,2001
2. Kyung-Bin Song Young-Sik Back Dug Hun Hong Jang, G., "Short-term load forecasting for the holidays using fuzzy linear regression method". IEEE Trans. Power System, vol.20, no.1, pp.96-101, 2005.
3. Papalexopoulos, A.D.Hesterberg, T.C. "A regression-based approach to short-term system load forecasting". IEEE Trans. Power System, vol.5, no.4, pp. 1535-1547, 1990.
4. V.vapnik, "The Nature of Statistical Learning Theory" New York: Springer-Verlag,1995
5. B.J. Chen, M.W. Chang, C.J. Lin "Load Forecasting Using Support Vector Machines: A Study on EUNITE Competition 2001". IEEE Trans. Power System vol.19, no.4, pp.1821-1830, 2004
6. Van Gestel, T, et al. "Financial time series prediction using least squares support vector machines within the evidence framework". IEEE Trans. Neural Networks, vol.12, no.4, pp.809-821, 2001.
7. Abarbanel, Henry D.I., "Analysis of Observed Chaotic Data" New York: Springer-Verlag, 1996
8. L.Y. Cao, "Practical Method for Determining the Minimum Embedding Dimension of a Scalor Time Series", Physical D, vol.110, pp.43-50, 1997.
9. F. Takens, "Detecting strange attractors in turbulence", in Dynamic Systems and Turbulence. Warwick, 1980. Lecture Notes in Mathematics, D.A. Rand and L.S. Young (Eds.). Springer Verlag, Berlin. 1981, pp. 366-381.
10. M. Kennel, R.Brown, H.Abarbanel. "Determining embedding dimension for phase-space reconstruction using a geometrical construction", Physical Review. vol. A 45, no. 6, 3403-3411, 1992.
11. World-wide competition within the EUNTTE network,[Online] Availabe: http://neuron.tuke.sk/competition, 2005
12. TSTOOL [Online], http://www.physik3.gwdg.de/tstool, 2005
13. LS-SVMlab[Online].Available:http://www.esat.kuleuven.ac.be/sista/ Issvmlab, 2005
14. Dalibor Zivcak. Electricity Load Forecasting using ANN [Online] Availabe:http://neuron.tuke.sk/competition/reports/DaliborZivcak.pdf, 2005.
15. Li Zhang, Wei-da Zhou,Li-cheng Jiao. "Wavelet Support Vector Machines." IEEE Trans. System. Man and Cybernetics, vol.34, no.1, pp.34-39, 2004.