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Optimum Design of PI(λ)D(μ) Controller for an Automatic Voltage Regulator System Using Combinatorial Test Design

Combinatorial test design is a plan of test that aims to reduce the amount of test cases systematically by choosing a subset of the test cases based on the combination of input variables. The subset covers all possible combinations of a given strength and hence tries to match the effectiveness of th...

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Autores principales: Ahmed, Bestoun S., Sahib, Mouayad A., Gambardella, Luca M., Afzal, Wasif, Zamli, Kamal Z.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5102358/
https://www.ncbi.nlm.nih.gov/pubmed/27829025
http://dx.doi.org/10.1371/journal.pone.0166150
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author Ahmed, Bestoun S.
Sahib, Mouayad A.
Gambardella, Luca M.
Afzal, Wasif
Zamli, Kamal Z.
author_facet Ahmed, Bestoun S.
Sahib, Mouayad A.
Gambardella, Luca M.
Afzal, Wasif
Zamli, Kamal Z.
author_sort Ahmed, Bestoun S.
collection PubMed
description Combinatorial test design is a plan of test that aims to reduce the amount of test cases systematically by choosing a subset of the test cases based on the combination of input variables. The subset covers all possible combinations of a given strength and hence tries to match the effectiveness of the exhaustive set. This mechanism of reduction has been used successfully in software testing research with t-way testing (where t indicates the interaction strength of combinations). Potentially, other systems may exhibit many similarities with this approach. Hence, it could form an emerging application in different areas of research due to its usefulness. To this end, more recently it has been applied in a few research areas successfully. In this paper, we explore the applicability of combinatorial test design technique for Fractional Order (FO), Proportional-Integral-Derivative (PID) parameter design controller, named as FOPID, for an automatic voltage regulator (AVR) system. Throughout the paper, we justify this new application theoretically and practically through simulations. In addition, we report on first experiments indicating its practical use in this field. We design different algorithms and adapted other strategies to cover all the combinations with an optimum and effective test set. Our findings indicate that combinatorial test design can find the combinations that lead to optimum design. Besides this, we also found that by increasing the strength of combination, we can approach to the optimum design in a way that with only 4-way combinatorial set, we can get the effectiveness of an exhaustive test set. This significantly reduced the number of tests needed and thus leads to an approach that optimizes design of parameters quickly.
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spelling pubmed-51023582016-11-18 Optimum Design of PI(λ)D(μ) Controller for an Automatic Voltage Regulator System Using Combinatorial Test Design Ahmed, Bestoun S. Sahib, Mouayad A. Gambardella, Luca M. Afzal, Wasif Zamli, Kamal Z. PLoS One Research Article Combinatorial test design is a plan of test that aims to reduce the amount of test cases systematically by choosing a subset of the test cases based on the combination of input variables. The subset covers all possible combinations of a given strength and hence tries to match the effectiveness of the exhaustive set. This mechanism of reduction has been used successfully in software testing research with t-way testing (where t indicates the interaction strength of combinations). Potentially, other systems may exhibit many similarities with this approach. Hence, it could form an emerging application in different areas of research due to its usefulness. To this end, more recently it has been applied in a few research areas successfully. In this paper, we explore the applicability of combinatorial test design technique for Fractional Order (FO), Proportional-Integral-Derivative (PID) parameter design controller, named as FOPID, for an automatic voltage regulator (AVR) system. Throughout the paper, we justify this new application theoretically and practically through simulations. In addition, we report on first experiments indicating its practical use in this field. We design different algorithms and adapted other strategies to cover all the combinations with an optimum and effective test set. Our findings indicate that combinatorial test design can find the combinations that lead to optimum design. Besides this, we also found that by increasing the strength of combination, we can approach to the optimum design in a way that with only 4-way combinatorial set, we can get the effectiveness of an exhaustive test set. This significantly reduced the number of tests needed and thus leads to an approach that optimizes design of parameters quickly. Public Library of Science 2016-11-09 /pmc/articles/PMC5102358/ /pubmed/27829025 http://dx.doi.org/10.1371/journal.pone.0166150 Text en © 2016 Ahmed et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Ahmed, Bestoun S.
Sahib, Mouayad A.
Gambardella, Luca M.
Afzal, Wasif
Zamli, Kamal Z.
Optimum Design of PI(λ)D(μ) Controller for an Automatic Voltage Regulator System Using Combinatorial Test Design
title Optimum Design of PI(λ)D(μ) Controller for an Automatic Voltage Regulator System Using Combinatorial Test Design
title_full Optimum Design of PI(λ)D(μ) Controller for an Automatic Voltage Regulator System Using Combinatorial Test Design
title_fullStr Optimum Design of PI(λ)D(μ) Controller for an Automatic Voltage Regulator System Using Combinatorial Test Design
title_full_unstemmed Optimum Design of PI(λ)D(μ) Controller for an Automatic Voltage Regulator System Using Combinatorial Test Design
title_short Optimum Design of PI(λ)D(μ) Controller for an Automatic Voltage Regulator System Using Combinatorial Test Design
title_sort optimum design of pi(λ)d(μ) controller for an automatic voltage regulator system using combinatorial test design
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5102358/
https://www.ncbi.nlm.nih.gov/pubmed/27829025
http://dx.doi.org/10.1371/journal.pone.0166150
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