Innovative Strategy to Improve Precision and to Save Power of a Real-Time Control Process Using an Online Adaptive Fuzzy Logic Controller
The main objective of this paper is to prove the great advantage that brings our novel approach to the intelligent control area. A set of various types of intelligent controllers have been designed to control the temperature of a room in a real-time control process in order to compare the obtained r...
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| Main Authors: | , , , |
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| Format: | Article |
| Language: | English |
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Wiley
2013-01-01
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| Series: | Advances in Fuzzy Systems |
| Online Access: | http://dx.doi.org/10.1155/2013/658145 |
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| author | R. Lasri I. Rojas H. Pomares O. Valenzuela |
| author_facet | R. Lasri I. Rojas H. Pomares O. Valenzuela |
| author_sort | R. Lasri |
| collection | DOAJ |
| description | The main objective of this paper is to prove the great advantage that brings our novel approach to the intelligent control area. A set of various types of intelligent controllers have been designed to control the temperature of a room in a real-time control process in order to compare the obtained results with each other. Through a training board that allows us to control the temperature, all the used algorithms should present their best performances in this control process; therefore, our self-organized and online adaptive fuzzy logic controller (FLC) will be required to present great improvements in the control task and a real high control performance. Simulation results can show clearly that the new approach presented and tested in this work is very efficient. Thus, our adaptive and self-organizing FLC presents the best accuracy compared with the remaining used controllers, and, besides that, it can guarantee an important reduction of the power consumption during the control process. |
| format | Article |
| id | doaj-art-afc4fa2574a4426381dab7241e1dad4d |
| institution | Kabale University |
| issn | 1687-7101 1687-711X |
| language | English |
| publishDate | 2013-01-01 |
| publisher | Wiley |
| record_format | Article |
| series | Advances in Fuzzy Systems |
| spelling | doaj-art-afc4fa2574a4426381dab7241e1dad4d2025-02-03T05:45:29ZengWileyAdvances in Fuzzy Systems1687-71011687-711X2013-01-01201310.1155/2013/658145658145Innovative Strategy to Improve Precision and to Save Power of a Real-Time Control Process Using an Online Adaptive Fuzzy Logic ControllerR. Lasri0I. Rojas1H. Pomares2O. Valenzuela3Department of Computer Architecture & Computer Technology, University of Granada, 18071 Granada, SpainDepartment of Computer Architecture & Computer Technology, University of Granada, 18071 Granada, SpainDepartment of Computer Architecture & Computer Technology, University of Granada, 18071 Granada, SpainDepartment of Applied Mathematics, University of Granada, 18071 Granada, SpainThe main objective of this paper is to prove the great advantage that brings our novel approach to the intelligent control area. A set of various types of intelligent controllers have been designed to control the temperature of a room in a real-time control process in order to compare the obtained results with each other. Through a training board that allows us to control the temperature, all the used algorithms should present their best performances in this control process; therefore, our self-organized and online adaptive fuzzy logic controller (FLC) will be required to present great improvements in the control task and a real high control performance. Simulation results can show clearly that the new approach presented and tested in this work is very efficient. Thus, our adaptive and self-organizing FLC presents the best accuracy compared with the remaining used controllers, and, besides that, it can guarantee an important reduction of the power consumption during the control process.http://dx.doi.org/10.1155/2013/658145 |
| spellingShingle | R. Lasri I. Rojas H. Pomares O. Valenzuela Innovative Strategy to Improve Precision and to Save Power of a Real-Time Control Process Using an Online Adaptive Fuzzy Logic Controller Advances in Fuzzy Systems |
| title | Innovative Strategy to Improve Precision and to Save Power of a Real-Time Control Process Using an Online Adaptive Fuzzy Logic Controller |
| title_full | Innovative Strategy to Improve Precision and to Save Power of a Real-Time Control Process Using an Online Adaptive Fuzzy Logic Controller |
| title_fullStr | Innovative Strategy to Improve Precision and to Save Power of a Real-Time Control Process Using an Online Adaptive Fuzzy Logic Controller |
| title_full_unstemmed | Innovative Strategy to Improve Precision and to Save Power of a Real-Time Control Process Using an Online Adaptive Fuzzy Logic Controller |
| title_short | Innovative Strategy to Improve Precision and to Save Power of a Real-Time Control Process Using an Online Adaptive Fuzzy Logic Controller |
| title_sort | innovative strategy to improve precision and to save power of a real time control process using an online adaptive fuzzy logic controller |
| url | http://dx.doi.org/10.1155/2013/658145 |
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