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An Arithmetic-Trigonometric Optimization Algorithm with Application for Control of Real-Time Pressure Process Plant
This paper proposes a novel hybrid arithmetic–trigonometric optimization algorithm (ATOA) using different trigonometric functions for complex and continuously evolving real-time problems. The proposed algorithm adopts different trigonometric functions, namely sin, cos, and tan, with the conventional...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8781630/ https://www.ncbi.nlm.nih.gov/pubmed/35062578 http://dx.doi.org/10.3390/s22020617 |
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author | Devan, P. Arun Mozhi Hussin, Fawnizu Azmadi Ibrahim, Rosdiazli B. Bingi, Kishore Nagarajapandian, M. Assaad, Maher |
author_facet | Devan, P. Arun Mozhi Hussin, Fawnizu Azmadi Ibrahim, Rosdiazli B. Bingi, Kishore Nagarajapandian, M. Assaad, Maher |
author_sort | Devan, P. Arun Mozhi |
collection | PubMed |
description | This paper proposes a novel hybrid arithmetic–trigonometric optimization algorithm (ATOA) using different trigonometric functions for complex and continuously evolving real-time problems. The proposed algorithm adopts different trigonometric functions, namely sin, cos, and tan, with the conventional sine cosine algorithm (SCA) and arithmetic optimization algorithm (AOA) to improve the convergence rate and optimal search area in the exploration and exploitation phases. The proposed algorithm is simulated with 33 distinct optimization test problems consisting of multiple dimensions to showcase the effectiveness of ATOA. Furthermore, the different variants of the ATOA optimization technique are used to obtain the controller parameters for the real-time pressure process plant to investigate its performance. The obtained results have shown a remarkable performance improvement compared with the existing algorithms. |
format | Online Article Text |
id | pubmed-8781630 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-87816302022-01-22 An Arithmetic-Trigonometric Optimization Algorithm with Application for Control of Real-Time Pressure Process Plant Devan, P. Arun Mozhi Hussin, Fawnizu Azmadi Ibrahim, Rosdiazli B. Bingi, Kishore Nagarajapandian, M. Assaad, Maher Sensors (Basel) Article This paper proposes a novel hybrid arithmetic–trigonometric optimization algorithm (ATOA) using different trigonometric functions for complex and continuously evolving real-time problems. The proposed algorithm adopts different trigonometric functions, namely sin, cos, and tan, with the conventional sine cosine algorithm (SCA) and arithmetic optimization algorithm (AOA) to improve the convergence rate and optimal search area in the exploration and exploitation phases. The proposed algorithm is simulated with 33 distinct optimization test problems consisting of multiple dimensions to showcase the effectiveness of ATOA. Furthermore, the different variants of the ATOA optimization technique are used to obtain the controller parameters for the real-time pressure process plant to investigate its performance. The obtained results have shown a remarkable performance improvement compared with the existing algorithms. MDPI 2022-01-13 /pmc/articles/PMC8781630/ /pubmed/35062578 http://dx.doi.org/10.3390/s22020617 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Devan, P. Arun Mozhi Hussin, Fawnizu Azmadi Ibrahim, Rosdiazli B. Bingi, Kishore Nagarajapandian, M. Assaad, Maher An Arithmetic-Trigonometric Optimization Algorithm with Application for Control of Real-Time Pressure Process Plant |
title | An Arithmetic-Trigonometric Optimization Algorithm with Application for Control of Real-Time Pressure Process Plant |
title_full | An Arithmetic-Trigonometric Optimization Algorithm with Application for Control of Real-Time Pressure Process Plant |
title_fullStr | An Arithmetic-Trigonometric Optimization Algorithm with Application for Control of Real-Time Pressure Process Plant |
title_full_unstemmed | An Arithmetic-Trigonometric Optimization Algorithm with Application for Control of Real-Time Pressure Process Plant |
title_short | An Arithmetic-Trigonometric Optimization Algorithm with Application for Control of Real-Time Pressure Process Plant |
title_sort | arithmetic-trigonometric optimization algorithm with application for control of real-time pressure process plant |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8781630/ https://www.ncbi.nlm.nih.gov/pubmed/35062578 http://dx.doi.org/10.3390/s22020617 |
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