Short-term load forecasting based on wavelet transform and least square support vector machines

Power System Technology

Volumn 29, Issue 13, 2005, Pages 60-64

  Yang, Yan Xi ^a   Liu, Ding ^a  

^a XI'AN UNIVERSITY OF TECHNOLOGY   (China)

Author keywords

Least square support vector machine; Multi resolution analysis; Power system; Short term load forecasting; Wavelet transform

Indexed keywords

ELECTRIC POWER SYSTEMS; LEAST SQUARES APPROXIMATIONS; MATHEMATICAL MODELS; VECTORS; WAVELET TRANSFORMS;

LEAST SQUARE SUPPORT VECTOR MACHINES; MULTI-RESOLUTION ANALYSIS; POWER SYSTEM; SHORT-TERM LOAD FORECASTING;

ELECTRIC LOADS;

EID: 22744446775     PISSN: 10003673     EISSN: None     Source Type: Journal    
DOI: None     Document Type: Article

References (12)

1. Chen S T, Yu D C, Moghaddamjo A R. Weather sensitive short-term load forecasting using nonfully connected artificial neural network [J]. IEEE Trans on Power Systems, 1992, 7(3): 1098-1105.
2. Lee K Y, Cha Y T, Park J H. Short-term load forecasting using an artificial neural network[J]. IEEE Trans on Power Systems, 1992, 7(1): 124-132.
3. Yang Yanxi, Zheng Gang, Liu Ding. BP-GA mixed algorithms for short-term load forecasting[C]. Proceedings of 2001 International Conference on Information Technology and Information Network, Beijing, China, 2001: 334-339.
4. Daneshdoost M, Lotfalian M, Bumroonggit G et al. Neural network fuzzy set-based classification for shot-term load forecasting[J]. IEEE Trans on Power Systems, 1998, 13(4): 1386-1391.
5. He Fei, Zhang Guozhong, Liu Ya. Improved load forecasting method based on BP network[J]. East China Electric Power, 2004, 32(3): 31-33.
6. Ma Wenxiao, Bai Xiaomin, Mu Lianshun. Short term load forecasting using artificial neural network and fuzzy inference[J]. Power System Technology, 2003, 27(5): 29-32.
7. Zhang Xuegong. Introduction to statistical learning theory and support vector machines. ACTA Automatica Sinica, 2000, 26(1): 34-42.
8. Li Yuancheng, Fang Tingjian, Yu Erkeng. Study of support vector machines for short-term load forecasting[J]. Proceedings of the CSEE, 2003, 23(6): 55-59.
9. Liu Han, Liu Ding, Zheng Gang et al. Natural gas load forecasting based on least squares support vector machine[J]. Journal of Chemical Industry and Engineering (China), 2004, 55(5): 828-832.
10. Xu Junhua, Liu Tianqi. An approach to short-term load forecasting based on wavelet transform and artificial neural network[J]. Power System Technology, 2004, 28(8): 30-33.
11. Tai Nengling, Hou Zhijian. New short-term load forecasting principle with the wavelet transform fuzzy neural network for the power systems[J]. Proceedings of the CSEE, 2004, 24(1): 24-29.
12. Zhang Fusheng, Wang Hong, Han Ti et al. Short-term load forecasting based on partial least-squares regression[J] . Power System Technology, 2003, 27(3): 36-40.