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Air Condition’s PID Controller Fine-Tuning Using Artificial Neural Networks and Genetic Algorithms.

Authors :
Malekabadi, Maryam
Haghparast, Majid
Nasiri, Fatemeh
Source :
Computers (2073-431X); Jun2018, Vol. 7 Issue 2, p32, 1p
Publication Year :
2018

Abstract

In this paper, a Proportional–Integral–Derivative (PID) controller is fine-tuned through the use of artificial neural networks and evolutionary algorithms. In particular, PID’s coefficients are adjusted on line using a multi-layer. In this paper, we used a feed forward multi-layer perceptron. There was one hidden layer, activation functions were sigmoid functions and weights of network were optimized using a genetic algorithm. The data for validation was derived from a desired results of system. In this paper, we used genetic algorithm, which is one type of evolutionary algorithm. The proposed methodology was evaluated against other well-known techniques of PID parameter tuning. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
2073431X
Volume :
7
Issue :
2
Database :
Complementary Index
Journal :
Computers (2073-431X)
Publication Type :
Academic Journal
Accession number :
130540081
Full Text :
https://doi.org/10.3390/computers7020032