Fuzzy Dynamic Parameter Adaptation in the Harmony Search Algorithm for the Optimization of the Ball and Beam Controller
Joint Authors
Castro, Juan R.
Valdez, Fevrier
Castillo, Oscar
Peraza, Cinthia
Source
Advances in Operations Research
Issue
Vol. 2018, Issue 2018 (31 Dec. 2018), pp.1-16, 16 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2018-08-14
Country of Publication
Egypt
No. of Pages
16
Main Subjects
Information Technology and Computer Science
Abstract EN
This paper presents a method for dynamic parameter adaptation in the harmony search algorithm (HS) based on fuzzy logic.
The adaptation is performed using Type 1 (FHS), interval Type 2 (IT2FHS), and generalized Type 2 (GT2FHS) fuzzy systems as the number of improvisations or iterations advances, achieving a better intensification and diversification.
The main contribution of this work is the dynamic parameter adaptation using different types of fuzzy systems in the harmony search algorithm applied to optimization of the membership functions for a benchmark control problem; in this case it is focused on the ball and beam controller.
Experiments are presented with the HS, FHS, IT2FHS, and GT2FHS with noise (uniform random number) and without noise for the controller, and the following error metrics are obtained: ITAE, ITSE, IAE, ISE, and RMSE, to validate the efficacy of the proposed methods.
American Psychological Association (APA)
Peraza, Cinthia& Valdez, Fevrier& Castro, Juan R.& Castillo, Oscar. 2018. Fuzzy Dynamic Parameter Adaptation in the Harmony Search Algorithm for the Optimization of the Ball and Beam Controller. Advances in Operations Research،Vol. 2018, no. 2018, pp.1-16.
https://search.emarefa.net/detail/BIM-1122563
Modern Language Association (MLA)
Peraza, Cinthia…[et al.]. Fuzzy Dynamic Parameter Adaptation in the Harmony Search Algorithm for the Optimization of the Ball and Beam Controller. Advances in Operations Research No. 2018 (2018), pp.1-16.
https://search.emarefa.net/detail/BIM-1122563
American Medical Association (AMA)
Peraza, Cinthia& Valdez, Fevrier& Castro, Juan R.& Castillo, Oscar. Fuzzy Dynamic Parameter Adaptation in the Harmony Search Algorithm for the Optimization of the Ball and Beam Controller. Advances in Operations Research. 2018. Vol. 2018, no. 2018, pp.1-16.
https://search.emarefa.net/detail/BIM-1122563
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1122563
