Neural Sensorless Control of Induction Motor

被引:0
作者
Marinov, Emil Y. [1 ]
Zhekov, Zhivko S. [1 ]
机构
[1] Tech Univ Varna, Dept Automat, Studentska St 1, Varna 9010, Bulgaria
来源
PROCEEDINGS OF THE SECOND INTERNATIONAL SCIENTIFIC CONFERENCE INTELLIGENT INFORMATION TECHNOLOGIES FOR INDUSTRY (IITI'17), VOL 1 | 2018年 / 679卷
关键词
Neural networks; Neural controller; Neural estimator; Sensorless vector control; Induction motor;
D O I
10.1007/978-3-319-68321-8_42
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper are presented the problems for realization of direct adaptive neural sensorless control in combination with vector principle for induction motor control. Control system containing neural controllers of the speed and flux channels and neural speed estimator is proposed. These neural controllers perform a function of both speed and active stator current controllers (for the first channel), and respectively flux and excitation stator current controllers (for the second channel) compared to classical vector control. Neural speed estimator is designed as a neural model of the plant. For the controllers and estimator are used on-line trained backpropagation neural networks. Simulation research confirmed sufficient system performance at wide range input signal variation is done.
引用
收藏
页码:411 / 418
页数:8
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