Application of two new integrated models in short-term load forecasting

Dianli Xitong Baohu yu Kongzhi/Power System Protection and Control

Volumn 38, Issue 17, 2010, Pages

  Xu, Jian ^a   Qiu, Xiao Yan ^a   Zhang, Zi Jian ^a   Zhou, Qu ^a  

^a SICHUAN UNIVERSITY   (China)

Author keywords

Neural networks; New integrated model; Support vector machine; Wavelet regression

Indexed keywords

BP NEURAL NETWORK MODEL; ECONOMIC GROWTHS; FORECASTING MODELS; GLOBAL FORECASTS; HISTORICAL DATA; INTEGRATED MODELS; NEW MODEL; SHORT TERM LOAD FORECASTING; SVM MODEL; TEMPERATURE FACTOR; WAVELET REGRESSIONS;

ECONOMICS; ELECTRIC LOAD FORECASTING; REGRESSION ANALYSIS; SUPPORT VECTOR MACHINES;

NEURAL NETWORKS;

EID: 77957779546     PISSN: 16743415     EISSN: None     Source Type: Journal    
DOI: None     Document Type: Article

References (15)

1. ZHANG Ya-jun, ZHANG Da-bo, XU Cheng-xin. Application of short-term load forecasting based on ANN: a survey[J]. Zhejiang Electric Power, 2007, 26(2): 5-9.
2. WANG Jie, WU Guo-zhong, LI Yan-chang. Application of ant colony gray neural network combined forecasting model in load forecasting[J]. Power System Protection and Control, 2009, 37(2): 48-52.
3. LI Xiao-bo, LUO Mei, FENG Kai. Comparison of neural network methods for short-term load forecasting[J]. Relay, 2007, 35(6): 49-53.
4. MENG Si-qi, YANG Hong-geng. Short-term load forecasting using Kalman filter based on grey generation[J]. Proceedings of the CSU-EPSA, 2008, 20(6): 78-82.
5. YANG Zheng-lin, TANG Guo-qing, SONG Yan-min, et al. Improved cluster analysis based ultra-short term load forecasting method[J]. Automation of Electric Power Systems, 2005, 29(24): 83-86.
6. TAI Neng-ling, HOU Zhi-jian, LI Tao. New principle based on wavelet transform for power system short-term load forecasting[J]. Proceedings of the CSEE, 2003, 23(1): 45-50.
7. YANG Zheng-ling, WANG Wei-wei, CAO Dong-bo, et al. Ensemble chaotic forecasting method in short term load forecasting[J]. Automation of Electric Power Systems, 2007, 31(23): 34-37.
8. YANG Hong-ying, YE Hao, WANG Gui-zeng. Applications of chaos theory to load forecasting in power system[J]. Relay, 2005, 33(16): 26-30.
9. XIONG Hao, LI Wei-guo, HUANG Yan-hao, et al. Application of comprehensive data mining method based on fuzzy rough set in spatial load forecasting[J]. Power System Technology, 2007, 31(14): 36-40.
10. ZHU Liu-zhang, YUAN Lin, HUANG Tai-gui. Applied data mining models for short-term load forecasting[J]. Automation of Electric Power Systems, 2004, 28(3): 49-52.
11. 2003.
12. WANG Ping, ZHANG Liang, CHEN Xing-ying. Short-term load forecasting based on fuzzy cluster and RBF network[J]. Relay, 2006, 34(10): 64-67.
13. CHEN Gen-yong, SHI Jing-tian, MAO Xiao-bo. Study on the method of short-term load forecasting considering the accumulation effect of temperature[J]. Power System Protection and Control, 2009, 37(16): 24-28.
14. http://neuron.tuke.Sk/competition/index.php
15. 2007.