FPGA-Based Space Vector PWM with Artificial Neural Networks

被引:0
作者
Osorio, J. [1 ]
Ponce, P. [2 ]
Molina, A. [3 ]
机构
[1] ITESM, Res Dept Tecnol Monterrey, Mexico City, DF, Mexico
[2] Tecnol Monterrey ITESM, Director Master Sci, Mexico City, DF, Mexico
[3] Tecnol Monterrey ITESM, Mexico City, DF, Mexico
来源
2012 9TH INTERNATIONAL CONFERENCE ON ELECTRICAL ENGINEERING, COMPUTING SCIENCE AND AUTOMATIC CONTROL (CCE) | 2012年
关键词
SVPWM; ANN; Artificial Intelligence; AC Motors; FPGA; CONTROLLER; DESIGN;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This article presents the improvement of a PWM technique, called Space Vector PWM (SVPWM), using an Artificial Neural Network (ANN) to minimize the mathematic complexity involved with the SVPWM. The latter is a pulse-width modulation technique that is wide implemented to control AC electric motors. The results obtained from this research work will be used for further implementation of artificial intelligence techniques to control electric vehicle powertrains. Matlab is implemented for the ANN design and Labview for the FPGA programming and implementation.
引用
收藏
页数:6
相关论文
共 12 条
[1]   Novel digital continuous control of SVM inverters in the overmodulation range [J].
Bolognani, S ;
Zigliotto, M .
IEEE TRANSACTIONS ON INDUSTRY APPLICATIONS, 1997, 33 (02) :525-530
[2]  
Demuth H., 2009, NEURAL NETWORK TOOLB
[3]  
Gavin Henri, 2011, The Levenberg-Marquardt method for nonlinear least squares curve-fitting problems
[4]  
Holtz J., 1993, IEEE Transactions on Power Electronics, V8, P546, DOI 10.1109/63.261026
[5]   Design and implementation of three-level space vector PWM IP core for FPGAs [J].
Hu, Haibing ;
Yao, Wenxi ;
Lu, Zhengyu .
IEEE TRANSACTIONS ON POWER ELECTRONICS, 2007, 22 (06) :2234-2244
[6]  
Lee NaeYoung., 2010, The Impact of North Korea's Yeonpyeong Island Attack on Public Opinion, P1
[7]   Neural-network-based space-vector PWM controller for voltage-fed inverter induction motor drive [J].
Pinto, Joao O.P. ;
Bose, Bimal K. ;
Borges da Silva, Luiz Eduardo ;
Kazmierkowski, Marian P. .
1628, IEEE, Piscataway, NJ, United States (36)
[8]  
Pongiannan R.K., 2006, IT P 3 INT C ENTITYR, P2061
[9]  
Tesla N., 1882, U.S. Patent, Patent No. [381,968, 381968]
[10]  
TZOU YY, 1996, IEEE IECON, P138