Title :
Study on the solving method of electromagnetic field forward problem based on support vector machine
Author :
An, Jin-long ; Ma, Zhen-ping
Author_Institution :
Province-Minist. Joint Key Lab. of Electromagn. Field & Electr. Apparatus Reliability, Hebei Univ. of Technol., Tianjin, China
Abstract :
The solving methods of high-order ordinary differential equations and partial differential equations with various boundary conditions are introduced. A new method based on support vector machine is proposed to solve high-order ordinary differential equations and partial differential equations with various boundary conditions. The construction method of approximate solution function is given in detail. And the validity of the new solving method which is based on support vector machine to solve electromagnetic field forward problem is verified.
Keywords :
electrical engineering computing; electromagnetic fields; partial differential equations; support vector machines; electromagnetic field forward problem; high-order ordinary differential equations; partial differential equations; support vector machine; Boundary conditions; Electromagnetic fields; Least squares approximation; Support vector machines; Training; Electromagnetic field forward problem; Ordinary differential equations; Support vector machine;
Conference_Titel :
Machine Learning and Cybernetics (ICMLC), 2010 International Conference on
Conference_Location :
Qingdao
Print_ISBN :
978-1-4244-6526-2
DOI :
10.1109/ICMLC.2010.5580827
