Interval Type-3 Fuzzy Control for Automated Tuning of Image Quality in Televisions

In this article, an intelligent system utilizing type-3 fuzzy logic for automated image quality tuning in televisions is presented. The tuning problem can be formulated as controlling the television imaging system to achieve the requirements of production quality. Previously, the tuning process has...

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Main Authors: Oscar Castillo, Juan R. Castro, Patricia Melin
Format: Article
Language:English
Published: MDPI AG 2022-06-01
Series:Axioms
Subjects:
Online Access:https://www.mdpi.com/2075-1680/11/6/276
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author Oscar Castillo
Juan R. Castro
Patricia Melin
author_facet Oscar Castillo
Juan R. Castro
Patricia Melin
author_sort Oscar Castillo
collection DOAJ
description In this article, an intelligent system utilizing type-3 fuzzy logic for automated image quality tuning in televisions is presented. The tuning problem can be formulated as controlling the television imaging system to achieve the requirements of production quality. Previously, the tuning process has been carried out by experts, by manually adjusting the television imaging system on production lines to meet the quality control standards. In this approach, interval type-3 fuzzy logic is utilized with the goal of automating the tuning of televisions manufactured on production lines. An interval type-3 fuzzy approach for image tuning is proposed, so that the best image quality is obtained and, in this way, meet quality requirements. A system based on type-3 fuzzy control is implemented with good simulation results. The validation of the type-3 fuzzy approach is made by comparing the results with human experts on the process of electrical tuning of televisions. The key contribution is the utilization of type-3 fuzzy in the image tuning application, which has not been reported previously in the literature.
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spelling doaj.art-a476122d2b904f53b3744f3cc386d9982023-11-23T15:35:21ZengMDPI AGAxioms2075-16802022-06-0111627610.3390/axioms11060276Interval Type-3 Fuzzy Control for Automated Tuning of Image Quality in TelevisionsOscar Castillo0Juan R. Castro1Patricia Melin2Division of Graduate Studies, Tijuana Institute of Technology, Tijuana 22414, MexicoSchool of Engineering, UABC University, Tijuana 22500, MexicoDivision of Graduate Studies, Tijuana Institute of Technology, Tijuana 22414, MexicoIn this article, an intelligent system utilizing type-3 fuzzy logic for automated image quality tuning in televisions is presented. The tuning problem can be formulated as controlling the television imaging system to achieve the requirements of production quality. Previously, the tuning process has been carried out by experts, by manually adjusting the television imaging system on production lines to meet the quality control standards. In this approach, interval type-3 fuzzy logic is utilized with the goal of automating the tuning of televisions manufactured on production lines. An interval type-3 fuzzy approach for image tuning is proposed, so that the best image quality is obtained and, in this way, meet quality requirements. A system based on type-3 fuzzy control is implemented with good simulation results. The validation of the type-3 fuzzy approach is made by comparing the results with human experts on the process of electrical tuning of televisions. The key contribution is the utilization of type-3 fuzzy in the image tuning application, which has not been reported previously in the literature.https://www.mdpi.com/2075-1680/11/6/276interval type-3 fuzzy theoryfuzzy controlmanufacturing
spellingShingle Oscar Castillo
Juan R. Castro
Patricia Melin
Interval Type-3 Fuzzy Control for Automated Tuning of Image Quality in Televisions
Axioms
interval type-3 fuzzy theory
fuzzy control
manufacturing
title Interval Type-3 Fuzzy Control for Automated Tuning of Image Quality in Televisions
title_full Interval Type-3 Fuzzy Control for Automated Tuning of Image Quality in Televisions
title_fullStr Interval Type-3 Fuzzy Control for Automated Tuning of Image Quality in Televisions
title_full_unstemmed Interval Type-3 Fuzzy Control for Automated Tuning of Image Quality in Televisions
title_short Interval Type-3 Fuzzy Control for Automated Tuning of Image Quality in Televisions
title_sort interval type 3 fuzzy control for automated tuning of image quality in televisions
topic interval type-3 fuzzy theory
fuzzy control
manufacturing
url https://www.mdpi.com/2075-1680/11/6/276
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AT patriciamelin intervaltype3fuzzycontrolforautomatedtuningofimagequalityintelevisions