Modeling and Simulation of Neural Based Speed Controller for Direct Torque Control of Three Phase Induction Motor

被引:0
作者
Sundararaju, K. [1 ]
Kumar, R. Senthil [1 ]
Raj, I. Gerald Christopher [2 ]
机构
[1] M Kumarasamy Coll Engn, Dept EEE, Thalavapalayam, Tamil Nadu, India
[2] PSNA Coll Engn Technol, Dept EEE, Silvarpatti, Tamil Nadu, India
来源
TENCON 2017 - 2017 IEEE REGION 10 CONFERENCE | 2017年
关键词
Neural network; Direct torque control; Induction motor drive; DRIVES;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Induction motors have been intensively utilized in industrial applications, mainly due to their efficiency and reliability. It is necessary that these machines work all time with its superior and unwavering quality. So, In this paper direct torque control (DTC) of three phase induction motor drives is presented because this method is embraced as an approximate control method in drive system especially in footing applications like electrical vehicle and sub way metro that utilized such a machine. The proposed neural based speed controller is important role to produce accurate flux and torque tracking capability compare to conventional PI controllers. Intelligent based controllers are needed to produce the reference torque for DTC. ADALINE network model is developed in neural controller for weight updation process. Here initially dynamic mathematical model is developed and Neuro based DTC for IM is simulated using MAT LAB/SIMULINK software.
引用
收藏
页码:1439 / 1444
页数:6
相关论文
共 13 条
  • [1] Ansari A., 2010, MATH MODEL ASYNCHRON
  • [2] A Method for Impact Assessment of Faults on the Performance of Field-Oriented Control Drives: A First Step to Reliability Modeling
    Bazzi, Ali M.
    Dominguez-Garcia, Alejandro
    Krein, Philip T.
    [J]. 2010 TWENTY-FIFTH ANNUAL IEEE APPLIED POWER ELECTRONICS CONFERENCE AND EXPOSITION (APEC), 2010, : 256 - 263
  • [3] Bazzi Ali. M., 2012, IEEE T POWER ELECT
  • [4] Chow M. Y., 1998, INTELLIGENT MOTOR FA
  • [5] Ibrahim Shorouk Ossama, 2015, Journal of Electrical Systems and Information Technology, V2, P27, DOI 10.1016/j.jesit.2015.03.004
  • [6] Kaliamoorthy M., 2010 INT C COMM CONT
  • [7] Krause P. C., 1965, IEEE T POWER APPARAT, VPAS-84
  • [8] Manuel Anjana, 2013, INT J ADV RES ELECT, V2
  • [9] MODELING OF INDUCTION MACHINES FOR ELECTRIC DRIVES
    SLEMON, GR
    [J]. IEEE TRANSACTIONS ON INDUSTRY APPLICATIONS, 1989, 25 (06) : 1126 - 1131
  • [10] sundararaju K., 2017, INT J CONTROL THEORY