A weighted evolving fuzzy neural network for electricity demand forecasting

Proceedings - 2009 1st Asian Conference on Intelligent Information and Database Systems, ACIIDS 2009

Volumn , Issue , 2009, Pages 330-335

  Chang, Pei Chann ^a   Fan, Chin Yuan ^a   Hsieh, Jih Chang ^b  

^a YUAN ZE UNIVERSITY   (Taiwan)

^b VANUNG UNIVERSITY   (Taiwan)

Author keywords

Decision making,Electric power; Forecasting; Genetic Algorithm; Weighted evolving fuzzy neural network

Indexed keywords

CLUSTERING METHODS; DECISION-MAKING,ELECTRIC POWER; ELECTRICITY DEMAND FORECASTING; ELECTRICITY DEMANDS; EVOLVING FUZZY NEURAL NETWORKS; HISTORICAL DATA; POWER CONSUMPTION; TAIWAN POWER COMPANIES; WEIGHTED EVOLVING FUZZY NEURAL NETWORK; WEIGHTED FACTORS;

DATABASE SYSTEMS; DECISION MAKING; ELECTRIC POWER MEASUREMENT; ELECTRIC UTILITIES; FUZZY NEURAL NETWORKS;

ELECTRIC LOAD FORECASTING;

EID: 70449107471     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ACIIDS.2009.93     Document Type: Conference Paper

References (19)

1. L G. Corani and G Guariso," Coupling Fuzzy Modeling and Neural Networks for River Flood Prediction" IEEE Trans. Syst., Man, Cybern. C, Appl.Rev., vol.35, no.3, pp. 382-390, Aug 2005.
2. P.C. Chang, Y.W. Wang and C.Y. Tsai, Evolving Neural Network for Printed Circuit Board Sales, Expert Syst. Appl, vol.29(1) pp.83-92, 2005a.
3. P.C. Chang, and C.Y. Lai, A Hybrid System Combining Self-Organizing Maps with Case-Based Reasoning in Wholesaler's Newrelease Book Forecasting, Expert Syst. Appl, vol.29(1) pp.183-192, 2005b.
4. P.C. Chang and T. Warren Liao, "Combing SOM and Fuzzy Rule Base for Flow Time Prediction in Semiconductor Manufacturing Factory," Appl. Soft. Comput .vol. 6(2) pp. 198-206.2006
5. P.C. Chang, , Y.W. Wang and C.H. Liu, Fuzzy Delphi and backpropagation model for sales forecasting in PCB industry , Expert Syst. Appl, vol.30(4) pp 715-726, 2006
6. J.N Fidalgo, M.A. Matos, "Forecasting Portugal global load with artificial neural networks", LNCS, 4669 (2), 2007, pp.728-737.
7. M.C. Su, C.W. Liu, and S.S. Stay "Neural-Network-Based Fuzzy Model and Its Applicationto Transient Stability Prediction in Power Systems", IEEE Trans. Syst., Man, Cybern. C, Appl.Rev., vol.29(1), pp 149-157, 1999
8. N. Kasabov, "Evolving Fuzzy Neural Networks-Algorithms, Applications and Biological Motivation," in Proc. Of Iizuka'98, Iizuka, Japan, Oct. 1998.
9. N. Kasabov, "Evolving Fuzzy Neural Networks for On-line Knowledge Discovery," The Information Science Discussion Paper Series, 2001.
10. K. J. Kim, and I. Han, "Genetic Algorithms Approach to Feature Discretization in Artificial Neural Networks for the Prediction of Stock Price Index," Expert Syst. Appl, 19, 125-132, 2000.
11. R.J. Kuo, "A Sales Forecasting System Based on Fuzzy Neural Network with Initial Weights Generated by Genetic Algorithm," Eur. J. Oper. Res., 129, 496-517, 2001.
12. R.J. Kuo, and J.A. Chen, "A Decision Support System for Order Selection in Electronic Commerce Based on Fuzzy Neural Network Supported by Real-coded Genetic Algorithm," Expert Syst. Appl, 26, 141-154, 2004.
13. R.H. Liang "Application of grey relation analysis to hydroelectric generation scheduling," Int. J. Electr. Power Energy Syst. vol.21(5), 357-364, 1999.
14. A.Papalexopoulos, S. Hao and T. Peng, "An implementation of a neural network based load forecasting model for the EMS", IEEE Trans. Power Syst. vol.9 (4), pp. 1956-1962. 1994.
15. S. Papadakis, "A novel approach to short-term load forecasting using fuzzy neural network", IEEE Tran. Power Syst. vol.13 (2), pp. 480-492. 1998.
16. P. F Pai., W C.Hong., "Forecasting regional electricity load based on recurrent support vector machines with genetic algorithms", Electr. Power Syst. Res, 74 (3), pp. 417-425. 2005.
17. S. Rahman and R. Bhatnagar, "An expert system based algorithm for short-term load forecast", IEEE Trans. Power Syst. vol.3 (2), pp. 392-399, 1988.
18. D. Srinivasan, , "Evolving artificial neural networks for short term load forecasting," Neurocomputing, vol.23, 265-276, 1998. (Pubitemid 28558999)
19. X.Yao, "Evolving Artificial Neural Networks," Proceedings of the IEEE, 87(9), 1423-1447, Sep., 1999.