Particle swarm optimization-based neural network model for short-term load forecasting

Dianli Xitong Baohu yu Kongzhi/Power System Protection and Control

Volumn 38, Issue 12, 2010, Pages 65-68

  Lu, Ning ^a,b   Zhou, Jian Zhong ^a   He, Yao Yao ^a  

^a HUAZHONG UNIVERSITY OF SCIENCE AND TECHNOLOGY   (China)

^b WUHAN UNIVERSITY OF TECHNOLOGY   (China)

Author keywords

Global optimization; Load forecasting; Neural network; Particle swarm optimization; Radial basis function

Indexed keywords

LABVIEW; LOAD FORECASTING; LOAD FORECASTING MODEL; NEURAL NETWORK MODEL; OPTIMAL MODEL; RADIAL BASIS FUNCTION; RADIAL BASIS FUNCTION NEURAL NETWORKS; RADIAL BASIS FUNCTIONS; RANDOM OPTIMIZATION METHOD; RBF MODEL; SHORT TERM LOAD FORECASTING; SIMULATION RESULT; WEIGHTING FACTORS;

ATTITUDE CONTROL; COMPUTER SIMULATION; GLOBAL OPTIMIZATION; NEURAL NETWORKS; PARTICLE SWARM OPTIMIZATION (PSO); RADIAL BASIS FUNCTION NETWORKS;

ELECTRIC LOAD FORECASTING;

EID: 77954359654     PISSN: 16743415     EISSN: None     Source Type: Journal    
DOI: None     Document Type: Article

References (10)

1. Kang Chong-Qing, Xia Qing, Liu Mei. Power System Load Forecasting[M]. Beijing:China Electric Power Press, 2007.
2. Niu Dong-Xiao, Cao Shu-Hua, Zhao Lei, et al. Power Load Forecast Technology and Application[M]. Beijing: China Electric Power Press, 1998.
3. Hipper H S, Pefreira C E, Souza R C. Neural network for short-term load forecasting: a review and evaluation[J]. IEEE Transactions on Power Systems, 2001, 16(2):44-54.
4. Xu Bing-Zheng, Zhang Bai-Ling, Wei Gang. Neural Network Theory and Application[M]. Guangzhou:South China University of Technology Press, 1998.
5. Zou Bin, Zhou Hao, Li Xiao-Gang. Electricity Market Theory and Application [M]. Beijing:Beijing University Press, 2006.
6. Guo Wei-Wei, Liu Jia-Xue, Ma Yun-Long, et al. Optimal algorithm of electric power system's short-term load forecasting based on radial function neural network[J]. Power System Protection and Control, 2008, 36(23):45-46.
7. Chiu S L. Fuzzy model identification based on cluster estimation[J]. Journal of Intelligent and Fuzzy Systems, 1994, 2(3):67-278.
8. Wu Xing-Hua, Zhou Hui. Short-term electricity price forecasting based on subtractive clustering and adaptive neuro-fuzzy inference system[J]. Power System Technology, 2007, 31(19):70-71.
9. Kennedy J, Eberhart R. A new optimizer using particle swarm theory[C].//Proceeding Sixth International Symposium on Micro Machine and Human Science.1995. 39-43.
10. Kennedy J, Eberhart R. Particle swarm optimization[C].//Proceeding of IEEE International Conference on Neural Networks. 1995. 1942-1948.