File size: 309.36 KB
File type: pdf
Last download on: Mon Feb 02, 2015 12:14:38 PM
This paper is focused on Fuzzy Extreme Learning Machine (ELM) algorithm based field oriented control system for induction motor fed by Matrix Converter drive.
This paper is focused on Fuzzy Extreme Learning Machine (ELM) algorithm based field oriented control system for induction motor fed by Matrix Converter drive. The use of fuzzy ELM algorithm based ANN Controllers in the FOC system reduces the computation time. The controller is used to compute the appropriate set of switching voltage vectors for matrix converter to achieve the maximum efficiency for any value of operating torque and motor speed. In this paper, the Matrix Converter with field oriented control system is designed using MATLAB/SIMULINK toolbox. Initially, fuzzy logic controllers are used as current and torque controllers. ELM controller is designed to replace space vector modulation circuit in the conventional field oriented control system. The three inputs to the Fuzzy ELM controller are Va *, Vb * and Vc * and the outputs of the ELM controller are voltage vectors for appropriate switching of matrix converter. The performance of the induction motor is tested for various reference speed and torque values. The speed and torque curves of the induction motor shows that the use of ELM controller reduces the ripples in torque and reduces the response time in the speed curve due to the fast response time of the ELM Controller Keywords:Matrix Converter, Fuzzy logic Controllers, Extreme Learning Machine Algorithm, Field Oriented Control, Induction Motor
Bookmark or share this info on Google+ and leave comment at below :
People who downloaded this also viewed in this sites:
Corrections -- January 30, 2000, Adaptive Control: Stability, Convergence, and Robustnes, ...
In practice, controller designs of higher order than the classical PID -type can often be useful. To effectively design an advanced controller, an...
integral mode repeats action taken by proportional mode. As t I decreases, controller ... PID Control Dynamics . At t a, the amount of error is...
Leave comment :
"FUZZY EXTREME LEARNING MACHINE ALGORITHM FOR MATRIX CONVERTER"
Related Free Files
Tuning PID Loops... - Download: 299 times
Special Control Structures: Cascade,... - Download: 422 times
PI/PID Controller Design Based... - Download: 133 times
Controllers DESIGN and OPERATION... - Download: 68 times
P I D Control... - Download: 114 times
Fuzzy logic systems for engineering... - Download: 43 times
Novel PID Controller for Pneumatic... - Download: 125 times
CS 561a: Introduction to Artificial... - Download: 58 times
Teaching PIDand Fuzzy Controllers... - Download: 56 times
PD, PI, PID Compensation... - Download: 448 times