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Impact of parameter control on the performance of APSO and PSO algorithms for the CSTHTS problem: An improvement in algorithmic structure and results
Cascaded Short Term Hydro-Thermal Scheduling problem (CSTHTS) is a single objective, non-linear multi-modal or convex (depending upon the cost function of thermal generation) type of Short Term Hydro-Thermal Scheduling (STHTS), having complex hydel constraints. It has been solved by many metaheurist...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8682890/ https://www.ncbi.nlm.nih.gov/pubmed/34919600 http://dx.doi.org/10.1371/journal.pone.0261562 |
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author | Iqbal, Muhammad Ahmad Fakhar, Muhammad Salman Kashif, Syed Abdul Rahman Naeem, Rehan Rasool, Akhtar |
author_facet | Iqbal, Muhammad Ahmad Fakhar, Muhammad Salman Kashif, Syed Abdul Rahman Naeem, Rehan Rasool, Akhtar |
author_sort | Iqbal, Muhammad Ahmad |
collection | PubMed |
description | Cascaded Short Term Hydro-Thermal Scheduling problem (CSTHTS) is a single objective, non-linear multi-modal or convex (depending upon the cost function of thermal generation) type of Short Term Hydro-Thermal Scheduling (STHTS), having complex hydel constraints. It has been solved by many metaheuristic optimization algorithms, as found in the literature. Recently, the authors have published the best-achieved results of the CSTHTS problem having quadratic fuel cost function of thermal generation using an improved variant of the Accelerated PSO (APSO) algorithm, as compared to the other previously implemented algorithms. This article discusses and presents further improvement in the results obtained by both improved variants of APSO and PSO algorithms, implemented on the CSTHTS problem. |
format | Online Article Text |
id | pubmed-8682890 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-86828902021-12-18 Impact of parameter control on the performance of APSO and PSO algorithms for the CSTHTS problem: An improvement in algorithmic structure and results Iqbal, Muhammad Ahmad Fakhar, Muhammad Salman Kashif, Syed Abdul Rahman Naeem, Rehan Rasool, Akhtar PLoS One Research Article Cascaded Short Term Hydro-Thermal Scheduling problem (CSTHTS) is a single objective, non-linear multi-modal or convex (depending upon the cost function of thermal generation) type of Short Term Hydro-Thermal Scheduling (STHTS), having complex hydel constraints. It has been solved by many metaheuristic optimization algorithms, as found in the literature. Recently, the authors have published the best-achieved results of the CSTHTS problem having quadratic fuel cost function of thermal generation using an improved variant of the Accelerated PSO (APSO) algorithm, as compared to the other previously implemented algorithms. This article discusses and presents further improvement in the results obtained by both improved variants of APSO and PSO algorithms, implemented on the CSTHTS problem. Public Library of Science 2021-12-17 /pmc/articles/PMC8682890/ /pubmed/34919600 http://dx.doi.org/10.1371/journal.pone.0261562 Text en © 2021 Iqbal et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://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 Iqbal, Muhammad Ahmad Fakhar, Muhammad Salman Kashif, Syed Abdul Rahman Naeem, Rehan Rasool, Akhtar Impact of parameter control on the performance of APSO and PSO algorithms for the CSTHTS problem: An improvement in algorithmic structure and results |
title | Impact of parameter control on the performance of APSO and PSO algorithms for the CSTHTS problem: An improvement in algorithmic structure and results |
title_full | Impact of parameter control on the performance of APSO and PSO algorithms for the CSTHTS problem: An improvement in algorithmic structure and results |
title_fullStr | Impact of parameter control on the performance of APSO and PSO algorithms for the CSTHTS problem: An improvement in algorithmic structure and results |
title_full_unstemmed | Impact of parameter control on the performance of APSO and PSO algorithms for the CSTHTS problem: An improvement in algorithmic structure and results |
title_short | Impact of parameter control on the performance of APSO and PSO algorithms for the CSTHTS problem: An improvement in algorithmic structure and results |
title_sort | impact of parameter control on the performance of apso and pso algorithms for the csthts problem: an improvement in algorithmic structure and results |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8682890/ https://www.ncbi.nlm.nih.gov/pubmed/34919600 http://dx.doi.org/10.1371/journal.pone.0261562 |
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