Optimization of support vector machines based on rough sets in seasonal load forecasting

Journal of Computational Information Systems

Volumn 7, Issue 5, 2011, Pages 1479-1487

  Wang, Yongli ^a   Niu, Dongxiao ^a  

^a NORTH CHINA ELECTRIC POWER UNIVERSITY   (China)

Author keywords

Power system; Rough sets; Seasonal load forecasting; Support vector machines

Indexed keywords

ACCURATE PREDICTION; BP NEURAL NETWORKS; COMBINED SYSTEM; ELECTRICITY INDUSTRY; FORECAST ACCURACY; FORECAST MODEL; GENERALIZATION CAPABILITY; GM (1 , 1); GM (1 , 1) MODEL; LARGE DATA; LOAD FORECASTING; NONLINEAR CHARACTERISTICS; OPTIMIZATION ABILITY; OTHER ALGORITHMS; POWER LOAD; POWER LOAD FORECASTING; POWER SYSTEMS; RANDOM FACTORS; REDUNDANT INFORMATIONS; ROUGH SET; TRAINING DATA;

FORECASTING; GEARS; GLOBAL OPTIMIZATION; NEURAL NETWORKS; OPTIMIZATION; PRIVATIZATION; ROUGH SET THEORY; SUPPORT VECTOR MACHINES; SYSTEM THEORY; VECTORS;

ELECTRIC LOAD FORECASTING;

EID: 79957637195     PISSN: 15539105     EISSN: None     Source Type: Journal    
DOI: None     Document Type: Article

References (18)

1. D.X. Niu, J.S. Lu, S.H. Cao, L. Zhao, et al. Power load forecasting technology and its application, 2nd ed. China Electric Power Press, 2001.
2. Q Ding, J.G. Lu, Y.M. Qian, J. Zhang, H.Q. Liao. A practical method for ultra short term load forecasting. Automation of Electric Power Systems, 28(16):83-85, 2004.
3. T. Xu, R.M. He, P. Wang, D.J Xu. Short term load forecasting based on input dimension reduction. Automation of Electric Power Systems, 28(06):51-55, 2004.
4. G.J. Cao, C. Huang, H. Long, W.D. He. Load Forecasting based on improved GM (1, 1) model. Power System Technology, 28(13):49-53, 2004.
5. D.X. Niu, Z.Y. Chen, M. Xing, H. Xie. Combined optimum gray neural network model of the seasonal power load forecasting with the double trends. Proceedings of the CSEE, 022(001):29-32, 2002.
6. J.Y. Li, D.X. Niu. Study on gray combined forecasting of seasonal power load. Power System Technology, 027(005):47-50, 2003.
7. H. Xie, H.Z Cheng, G.L. Zhang, D.X. Niu, J.F. Yang. Applying rough set theory to establish artificial neural network for short term load forecasting. Proceedings of the CSEE, 23(11):1-4, 2004.
8. D.F. Zhao, T. Zhang, Z.H. Yang, Q.L. Gu, D.Z. Xia. Short term load forecasting using radial basis function (RBF) neural networks based on GN-BFGS algorithm. Automation of Electric Power Systems, 27(04):33-36, 2003.
9. Chapelle O, Vapnik V. Choosing multiple parameters for support vector machines. New York: AT&T Research Labs, 2001.
10. J. A. K. Suykens, L. Lukas, J. Vandewalle. Approximation using least squares support vector machine. IEEE Int Symposium Circuits and Systems. Geneva, (1): 757-760, 2000.
11. W.Y. Ling, M.P. Jia, F.Y. Xu, J.Z. Hu, B.L. Zhong. Optimizing strategy on rough set neural network fault diagnosis system. Proceedings of the CSEE, 23(5):98-102, 2003.
12. W.T. Huang, X.Z. Zhao, W.J. Wang, L.Z. Dai. Extraction method of decision rules for fault diagnosis based on rough set theory. Proceedings of the CSEE, 23(11):150-154, 2003.
13. A. M. Radzikowska, E. E. Kerre. A comparative study of fuzzy rough sets. Fuzzy Sets and Systems, 1:137-156, 2002.
14. F. Pan, H.Z. Cheng, J.F. Yang, C. Zhang, Z.D. Pan. Power System Short-term Load Forecasting Based on Support Vector Machines. Power System Technology, 28(21):39-42, 2004.
15. D.X. Niu, Y.L. Wang, C.M. Duan and M. Xing. A new short-term power load forecasting model based on chaotic time series and SVM. Journal of Universal Computer Science, 15(13):2726-2745, 2009.
16. D.X. Niu, Y.L. Wang, and D. S. Dash Wu. Power load forecasting using support vector machine and ant colony optimization. Expert Systems with Applications, 37(3):2531-2539, 2010.
17. D.X. Niu, Y.L. Wang and X.Y. Ma. Optimization of support vector machine power load forecasting model based on data mining and Lyapunov exponents. J. Cent. South Univ. Technol, 17(2):406-412, 2010.
18. Y.L. Wang, D.X. Niu and X.Y. Ma. Optimizing of SVM with Hybrid PSO and Genetic Algorithm in Power Load Forecasting. Journal of Networks, 5(10):1192-1200, 2010.