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Approximation Possibilities of Fuzzy Control Surfaces for Purpose of Implementation into Microcontrollers.

Authors :
Olejár, Martin
Marko, Dušan
Lukáč, Ondrej
Harničárová, Marta
Valíček, Jan
Source :
Processes; Sep2021, Vol. 9 Issue 9, p1602-1602, 1p
Publication Year :
2021

Abstract

The main contribution of the paper is the simplification of the computational process of fuzzy control of a mobile robot controlled by a microcontroller. We present a way to implement this control method with a reduced computation time of control actions and memory demand. Our way to accomplish this, was to replace the fuzzy controller with the approximation of its resulting control surfaces. In the paper, we use the previously presented approximation by the table and describe other methods of approximation of the control area through polynomial and exponential function. We tested all approximation methods in simulations and with a real mobile robot. Based on the measured trajectory of the EN20 mobile robot, we found that approximation through the table is the most accurate in terms of the fuzzy surface but delivers noticeable oscillations of mobile robot control in real conditions. Polynomial and exponential functions fuzzy surface approximations were less accurate than the table, but provide smoother control based on robot trajectories and are much more appropriate in terms of microcontroller implementation due to lower demand on memory. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
22279717
Volume :
9
Issue :
9
Database :
Complementary Index
Journal :
Processes
Publication Type :
Academic Journal
Accession number :
152802510
Full Text :
https://doi.org/10.3390/pr9091602