File size: 309.36 KB
File type: pdf
Last download on: Sun Jun 22, 2014 07:16:46 AM
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:
[ Bumpless Transfer ~ Prevention of Integration Windup ~ Pneumatic Controller ~ Electronic PID Controllers ~ Digital P-I-D Control ~ Protection...
Goals and Objectives What are we going to learn? Introduction What is a PID controller? Why do we want to learn the PID Controller? Tuning...
fuzzy logic utilizes linguistic variables in combination with fuzzy rules and fuzzy inference in a formal approach to approximate reasoning...
Leave comment :
"FUZZY EXTREME LEARNING MACHINE ALGORITHM FOR MATRIX CONVERTER"
Related Free Files
The PID Control Algorithm... - Download: 267 times
IMC Tutorial - 2002 Q... - Download: 128 times
Special Control Structures: Predictive... - Download: 89 times
Chapter 9 Controller Design... - Download: 54 times
A New Design Method for Fractional PID... - Download: 165 times
Tuning PID Loops... - Download: 275 times
Design OfFuzzy Controllers... - Download: 46 times
Basic Control Theory... - Download: 92 times
The Design the PID Controller... - Download: 94 times
Design of a GeneticAlgorithmBased Steam... - Download: 42 times