Home > Automation > Control Mode


[ pdf ] FUZZY EXTREME LEARNING MACHINE ALGORITHM FOR MATRIX CONVERTER

FUZZY EXTREME LEARNING MACHINE ALGORITHM FOR MATRIX CONVERTER Download
72
times
Topic under  Control Mode
Source: www.ijric.org 
File size: 309.36 KB
File type: pdf
Last download on: Wed Nov 29, 2017 03:30:14 PM
Short Desciption:
This paper is focused on Fuzzy Extreme Learning Machine (ELM) algorithm based field oriented control system for induction motor fed by Matrix Converter drive.

Summary:
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 :

Bookmark and Share

People who downloaded this also viewed in this sites:

Adaptive Stable PID Controller with Parallel Feedforward Compensator
The result is applied to the design of PID control system of the first order ... In this section, the basic design concept of stable adaptive PID...

Handbook of PI and PID Controller Tuning Rules 3rd Edition
Handbook of PI and PID Controller Tuning Rules x 3.4 FOLPD Model with a Zero ... 5.5.1 PI controller design ......

ADAPTIVE CONTROL chapter 6
Adaptive Control chapter 6, Advanced topics in identification and adaptive control. ...

    Leave comment :
    "FUZZY EXTREME LEARNING MACHINE ALGORITHM FOR MATRIX CONVERTER"

    Name*

    Comment


    Related Free Files

    Chapter 9 Controller Design... - Download: 74 times
    Controller Tuning... - Download: 162 times
    Manual and Feedback Control... - Download: 138 times
    IMC Tutorial - 2002 Q... - Download: 171 times
    Fuzzy Logic Introduction... - Download: 129 times
    SOFTWARE FOR PID CONTROLLER TUNING... - Download: 1354 times
    Hybrid Systems Control... - Download: 56 times
    Design OfFuzzy Controllers... - Download: 70 times
    Fuzzy Logic... - Download: 77 times
    Linear Feedback Control: Analys and Design... - Download: 166 times


    eXTReMe Tracker