Landing on the moon with type-2 fuzzy logic
Sahin, Atakan and Kumbasar, Tufan; (2017) Landing on the moon with type-2 fuzzy logic. In: 2017 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE). IEEE, ITA. ISBN 978-1-5090-6035-1 (https://doi.org/10.1109/FUZZ-IEEE.2017.8015500)
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Abstract
In this study, we will present the novel application of Type-2 (T2) fuzzy logic to the popular video game called Lunar Lander. The proposed T2 fuzzy moon landing system structure is composed of the error signal generator and the T2 fuzzy logic control structure which give the opportunity to transform the moon landing problem of the spaceship as a multivariable tracking control problem. The landing problem of the game can be seen as one of the classical multivariable control problems including uncertainties due to the randomization process occurring the game environment. Thus, we will employ T2 fuzzy logic controllers since they are capable of handling a high level of uncertainties. Then, by optimizing the T2 fuzzy moon landing system via the particle swarm optimization, we will show that the resulting T2 fuzzy moon landing system resulted with an adequate control and game performance in the presence of the uncertainties, disturbances and nonlinear system dynamics in comparison with its type-1 and conventional counterparts. We believe that the results of this paper will be an important step for a wider deployment of T2 fuzzy logic in the research area of computer games.
ORCID iDs
Sahin, Atakan ORCID: https://orcid.org/0000-0002-1042-7679 and Kumbasar, Tufan;-
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Item type: Book Section ID code: 61657 Dates: DateEvent24 August 2017Published14 March 2017AcceptedNotes: © 2017 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works. Subjects: Technology > Electrical engineering. Electronics Nuclear engineering Department: Faculty of Science > Pure and Applied Chemistry Depositing user: Pure Administrator Date deposited: 29 Aug 2017 14:22 Last modified: 11 Nov 2024 15:11 Related URLs: URI: https://strathprints.strath.ac.uk/id/eprint/61657