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