Particle Swarm Optimization-based RBF neural network load forecasting model

Asia-Pacific Power and Energy Engineering Conference, APPEEC

Volumn , Issue , 2009, Pages

  Lu, Ning ^a   Zhou, Jianzhong ^a  

^a HUAZHONG UNIVERSITY OF SCIENCE AND TECHNOLOGY   (China)

Author keywords

Particle Swarm Optimization; RBF neural network; Short term load forecasting

Indexed keywords

ANALYSIS AND SIMULATION; ECONOMIC COSTS; ELECTRIC POWER; ENERGY MANAGEMENT SYSTEM; LOAD FORECASTING MODEL; NEW MODEL; NON-LINEAR OPTIMIZATION PROBLEMS; NUMERICAL ALGORITHMS; PARTICLE SWARM OPTIMIZATION ALGORITHM; RADIAL BASIS FUNCTION NEURAL NETWORKS; RANDOM OPTIMIZATION METHOD; RBF NEURAL NETWORK; SHORT TERM LOAD FORECASTING; WEIGHTING FACTORS;

ELECTRIC GENERATORS; ELECTRIC POWER MEASUREMENT; ELECTRIC POWER TRANSMISSION NETWORKS; ELECTRICITY; ENERGY MANAGEMENT; MAGNETIC SUSCEPTIBILITY; NEURAL NETWORKS; PARTICLE SWARM OPTIMIZATION (PSO); PLANNING; POWER TRANSMISSION; RADIAL BASIS FUNCTION NETWORKS; SPACECRAFT;

ELECTRIC LOAD FORECASTING;

EID: 84869980887     PISSN: 21574839     EISSN: 21574847     Source Type: Conference Proceeding    
DOI: 10.1109/APPEEC.2009.4918588     Document Type: Conference Paper

References (11)

1. R.J. Piers, K. Adamson, "Methodologies for Load Forecasting," Intelligent Systems, 2006 3rd International IEEE Conference, Sept. 2006, pp. 800-806
2. D.X. Niu D.X., S.H. Cao, L. Zhao, Beijing, "Load forecasting technology and its application," China Electric Power Publishing House, 1998.
3. C.H. Liu, "Power load forecasting theories and methods," HarBin, Harbin Polytechnical University Press, 1987.
4. S. Gao, Y.D. Shan, "A New Netural NetworkShort Term Load Forecasting Algorithm Using Radial Basis Function Network, "Automation of Electric Power Systems, Vol. 23, pp.:31-34,1999
5. J. Kennedy, R. Eberhart, "Swarm Intelligence," Morgan Kaufmann Publishers, Inc., San Francisco, CA, 2001.
6. M. Settles, "An Introduction to Particle Swarm Optimization," University of Idaho, Moscow, November 2005, pp. 1-8.
7. J. Kennedy, R. Eberhart, "Particle swarm optimization," Micro Machine and Human Science, 1995. MHS '95., Proceedings of the Sixth International Symposium on 4-6 Oct. 1995, pp. 39-43.
8. Z.G. Yang, Y.B. Che, K.W.E. Cheng, "Genetic Algorithm-Based RBF Neural Network Load Forecasting Model," Power Engineering Society General Meeting, June 2007, pp. 1-6.
9. S. Chiu, "Fuzzy Model Identification Based on Cluster Estimation," Journal of Intelligent and Fuzzy Systems, Vol. 2, No. 3, 1994.
10. R.P. Paiva, A. Dourado, "Interpretability and Learning in Neuro-Fuzzy Systems," Fuzzy Sets and Systems, Vol. 147, pp. 17-38, 2004.
11. R.N. Dave, R. Krishnapuram, "Robust Clustering Method: A Unified View," IEEE Trans. Fuzzy Systems, Vol. 5, pp. 270-293, 1997.