Title :
A novel calculation method for the line losses based on support vector machine
Author :
Xu, Ruzhi ; Wang, Yufei ; Li, Yikang
Author_Institution :
Dept. of Control & Comput. Eng., North China Electr. Power Univ., Beijing, China
Abstract :
In order to improve the accuracy of line losses calculation, and reducing the time-consumption calculation, this paper proposed a novel calculation based on support vector machine for line losses. This paper used support vector machines as the computational model to cause the complex mapping relationship between the original inputs and outputs can be obtained by training, thus greatly reducing the computation and reducing the time-consumption. By setting the SVM kernel function and a number of parameters, the calculation accuracy can be significantly improved. Compared with traditional methods, the calculation method based on support vector machines in reducing the calculation errors and time-consumption has better performances.
Keywords :
power distribution lines; power engineering computing; support vector machines; SVM kernel function; computational model; line loss calculation method; support vector machine; time-consumption calculation reduction; Strontium; Support vector machines; Distribution System; Line Losses; RBF Kernel Function; Support Vector Machine;
Conference_Titel :
Advanced Computer Theory and Engineering (ICACTE), 2010 3rd International Conference on
Conference_Location :
Chengdu
Print_ISBN :
978-1-4244-6539-2
DOI :
10.1109/ICACTE.2010.5579532