CONSTRUCTING THE FUNCTIONS FOR SEMANTIZATION AND DESEMANTIZATION IN HEDGE-ALGEBRAS-BASED REASONING METHODS
About this article
Received: 15/11/20                Revised: 30/11/20                Published: 30/11/20Abstract
To design the controller according to hedge algebra to effective and accurate working, it is necessary for turning the parameters so that the model truly reflects the system's rules. In this paper, the author proposes to use the nonlinear semantization and desemantization nonlinear functions instead of the linear normalization and desemantization nonlinear functions. Nonlinear functions are proposed for both semantization and desemantization that are exponential with the same exponential parameter. This proposal was applied to design and simulate a controller for a furnace object. In addition, the genetic algorithms is also used to optimize these exponential parameters. Comparing the simulation results with the controllers, we found that when using the semantization and desemantization nonlinear function gave a better control response when using the linear normalization functions.
Keywords
Full Text:
PDF (Tiếng Việt)References
[1]. L. A. Zadel, “Fuzzy sets,” Information and Control, vol. 8, pp. 338-353, 1965.
[2]. C. H. Nguyen, D. K. Tran, V. N. Huynh, and H. C. Nguyen, “Hedge Algebras, Linguistic-Valued Logic and their Applications to Fuzzy Reasoning,” International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems, World Scientific Publishing Co, vol.7, no. 4, pp. 347-361, 1999.
[3]. T. D. Nguyen, and N. L. Vu, “Interpolation based on semantic distance weighting in hedge algebra and its application,” Journal of Computer and Cybernetics, vol. 33, no. 1, pp. 19-33, 2017.
[4]. D. Vukadinović, T. D. Tien, C. H. Nguyen, N. L. Vu, M. Bašić, and I. Grgić, "Hedge-Algebra-Based Phase-Locked Loop for Distorted Utility Conditions," Journal of Control Science and Engineering, vol. 2019, 17 pages, 2019, Art. ID 3590527, doi: 10.1155/2019/3590527
[5]. D. V. Vu, Q. H. Nguyen, and T. D. Nguyen, “Control Parallel Robots Driven by DC Motors Using Fuzzy Sliding Mode Controller and Optimizing Parameters by Genetic Algorithm,” Proceedings of the International Conference on Engineering Research and Applications, ICERA 2019 (Advances in Engineering Research and Application), 2019, vol. 104, pp. 202-214.
[6]. D. Vukadinović, M. Bašić, C. H. Nguyen, T. D. Nguyen, N. L. Vu, and M. Bubalo, “Optimization of a Hedge-Algebra-Based Speed Controller in a Stand-Alone WECS,” 5th International Conference on Smart and Susutainable Techonologies (SpliTech2020), bổ sung nơi tổ chức hội thảo, September 23-26, 2020.
[7]. T. D. Nguyen, and D. V. Vu, “Designing hedge algebraic controller and optimizing by genetic algorithm for serial robots adhering trajectories,” Journal of Computer Science and Cybernetics, vol. 36, no. 3, pp. 265-283, 2020.
Refbacks
- There are currently no refbacks.





