Available Transfer Capability Screening Considering Transient Stability by Support Vector Machine

被引:0
作者
Takahashi, Hiroaki [1 ]
Kumano, Teruhisa [1 ]
机构
[1] Meiji Univ, Dept Elect & Elect Engn, Sch Sci & Technol, Kawasaki, Kanagawa 2148571, Japan
来源
2008 IEEE POWER & ENERGY SOCIETY GENERAL MEETING, VOLS 1-11 | 2008年
关键词
Available Transfer Capability; Support Vector Machine; ATC Screening;
D O I
暂无
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
In the electricity power markets, Available Transfer Capability (ATC) is an important index. Conventional ATC calculation takes much time because it repeats stability analysis many times. This paper proposes a neural network based technique applied to the ATC screening. Using this method no stability analysis is necessary at least in its first stage, and approximate ATC can be evaluated at high speed. Accurate ATC is expected to be obtained using the result of the proposed preliminary screening, which saves time greatly. This paper chooses so called Support Vector Machine as the calculation tool which generalizes better than other neural networks. A numerical example is shown to demonstrate the validity of the proposed method.
引用
收藏
页码:4490 / 4495
页数:6
相关论文
共 17 条
[1]  
[Anonymous], 2004, KERNEL METHODS PATTE
[2]   A Monte Carlo approach for TTC evaluation [J].
Berizzi, Alberto ;
Bovo, Cristian ;
Delfanti, Maurizio ;
Merlo, Marco ;
Pasquadibisceglie, Marco Savino .
IEEE TRANSACTIONS ON POWER SYSTEMS, 2007, 22 (02) :735-743
[3]  
Cristianini N., 2000, SUPPORT VECTOR MACHI, DOI DOI 10.1017/CBO9780511801389
[4]  
Friedman J, 2001, The elements of statistical learning, V1, DOI DOI 10.1007/978-0-387-21606-5
[5]   Fault diagnosis of power transformer based on multi-layer SVM classifier [J].
Ganyun, LV ;
Cheng, HZ ;
Zhai, HB ;
Dong, LX .
ELECTRIC POWER SYSTEMS RESEARCH, 2005, 74 (01) :1-7
[6]  
Joachims T., 1998, ADV KERNEL METHODS S
[7]  
KUMAR S, 2004, NEURAL NEIWORKS CLAS
[8]   Determination of optimal total transfer capability using a probabilistic approach [J].
Li, WX ;
Wang, P ;
Guo, ZZ .
IEEE TRANSACTIONS ON POWER SYSTEMS, 2006, 21 (02) :862-868
[9]   Support vector machines for transient stability analysis of large-scale power systems [J].
Moulin, LS ;
da Silva, APA ;
El-Sharkawi, MA ;
Marks, RJ .
IEEE TRANSACTIONS ON POWER SYSTEMS, 2004, 19 (02) :818-825
[10]  
NAGATA M, T03016 KOM RES LAB