Short term load forecasting using wavelet transform and SVM based on similar-days

Diangong Jishu Xuebao/Transactions of China Electrotechnical Society

Volumn 21, Issue 11, 2006, Pages 59-64

  Liu, Mengliang ^a   Liu, Xiaohua ^b   Gao, Rong ^b  

^a SHANDONG AGRICULTURAL UNIVERSITY   (China)

^b LUDONG UNIVERSITY   (China)

Author keywords

Load forecasting; Similar days; Support vector machine; Wavelet transform

Indexed keywords

COMPUTER SIMULATION; FORECASTING; FREQUENCIES; WAVELET TRANSFORMS;

ELECTRIC POWER LOAD; LOAD FORECASTING; NUMERICAL SIMULATION; SIGNAL ANALYSIS; SIMILAR DAYS; SUPPORT VECTOR MACHINE (SVM);

ELECTRIC LOADS;

EID: 33845810045     PISSN: 10006753     EISSN: None     Source Type: Journal    
DOI: None     Document Type: Article

References (16)

1. Kang Chongqing, Cheng Xu, Xia Qing, et al. A new unified approach to short-term load forecasting considering correlated factors[J]. Automation of Electric Power Systems, 1999, 23(18): 32-35
2. Zhang Mingli, Zhao Rui. Distinguish to select similar days from short-term load forecasting[J]. Jilin Electric Power, 2005(1): 19-20, 23
3. Xu Tao, He Renmu, Wang Peng, et al. Short-term load forecasting based on input dimension reduction[J]. Automation of Electric Power Systems, 2004, 28(6): 51-54
4. Hsu H H, Ho K L. Fuzzy expert systems: an application to short term load forecasting[J]. IEE proceedings C, Generation, Transmission and Distribution, 1992, 139(6): 471-477
5. Taylor J W, Buizza R. Neural network load forecasting with weather ensemble predictions[J]. IEEE Trans. Power Syst., 2002, 17(3): 626-632
6. Tiws H, Leung C T. Neural network based short-term load forecasting using weather compensation[J]. IEEE Trans. PWRS, 1998, 13(1): 217-25
7. Zhang Lin, Liu Xianshan, Yin Hejun. Application of support vector machines based on time sequence in power system load forecasting[J]. Power System Technology, 2004, 28(19): 38-41
8. Pan Feng, Cheng Haozhong, Yang Jingfei, et al. Power system short-term load forecasting based on support vector machines[J]. Power System Technology, 2004, 28(21): 39-42
9. Wu Hongxiao, Hou Zhijian. A short-term load forecasting approach based on immune support vector machines[J]. Power System Technology, 2004, 28(23): 47-51
10. Lu Zhigang, Zhou Ling, Yang Lijun, et al. Power load forecasting based on artificial immune algorithm-weighted-SVM model[J]. Relay, 2005, 33(24): 42-44
11. Ren Zhen, Huang Wenying, He Jianjun, et al. Study on intelligent designing method of direct supply system in power plant or transformer station[J]. Automation of Electric Power Systems, 1997, 21(1): 5-7
12. Xie Hong, Chen Zhiye, Niu Dongxiao, et al. The research of daily load forecasting model based on wavelet decomposing and climatic influence[J]. Proceedings of the CSEE, 2001, 21(5): 5-10
13. Zhu Zhiyong, Lin Mugang, Zhang Shengji. Short-term load forecasting based on wavelet transform and support vector machine[J]. Microcomputer Applications, 2005, 26(4): 440-442
14. Mu Gang, Hou Kaiyuan, Yang Youhong, et al. Studies on load regularity evaluating method for load forecasting[J]. Proceedings of the CSEE, 2001, 21(10): 96-101
15. Mu Gang, Hou Kaiyuan, Yang Youhong, et al. Load forecasting method based on intrinsic error evaluation[J]. Automation of Electric Power Systems, 2001, 25(22): 37-40