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A Robust Power Allocation Algorithm for Cognitive Radio Networks Based on Hybrid PSO
The use of a cognitive radio power allocation algorithm is an effective method to improve spectral utilization. However, there are three problems with traditional cognitive radio power allocation algorithms: (1) based on the ideal channel model analysis, channel fluctuation is not considered; (2) th...
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/PMC9501617/ https://www.ncbi.nlm.nih.gov/pubmed/36146146 http://dx.doi.org/10.3390/s22186796 |
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author | Zhao, Lu Zhou, Mingyue |
author_facet | Zhao, Lu Zhou, Mingyue |
author_sort | Zhao, Lu |
collection | PubMed |
description | The use of a cognitive radio power allocation algorithm is an effective method to improve spectral utilization. However, there are three problems with traditional cognitive radio power allocation algorithms: (1) based on the ideal channel model analysis, channel fluctuation is not considered; (2) they do not consider fairness among cognitive users; and (3) some algorithms are complex and locating the optimal power allocation scheme is not an easy task. For the above problems, this study establishes a robust model which adds the cognitive user transmission rate variance constraint to solve the maximum channel capacity time power allocation scheme by considering the worst-case channel transmission model, and finally solves this complex non-convex optimization problem by using the hybrid particle swarm algorithm. Simulation results show that the algorithm has good robustness, improves the fairness among the cognitive users, makes full use of the channel resources under the constraints, and has a simple algorithm, fast convergence, and good optimization results. |
format | Online Article Text |
id | pubmed-9501617 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-95016172022-09-24 A Robust Power Allocation Algorithm for Cognitive Radio Networks Based on Hybrid PSO Zhao, Lu Zhou, Mingyue Sensors (Basel) Article The use of a cognitive radio power allocation algorithm is an effective method to improve spectral utilization. However, there are three problems with traditional cognitive radio power allocation algorithms: (1) based on the ideal channel model analysis, channel fluctuation is not considered; (2) they do not consider fairness among cognitive users; and (3) some algorithms are complex and locating the optimal power allocation scheme is not an easy task. For the above problems, this study establishes a robust model which adds the cognitive user transmission rate variance constraint to solve the maximum channel capacity time power allocation scheme by considering the worst-case channel transmission model, and finally solves this complex non-convex optimization problem by using the hybrid particle swarm algorithm. Simulation results show that the algorithm has good robustness, improves the fairness among the cognitive users, makes full use of the channel resources under the constraints, and has a simple algorithm, fast convergence, and good optimization results. MDPI 2022-09-08 /pmc/articles/PMC9501617/ /pubmed/36146146 http://dx.doi.org/10.3390/s22186796 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 Zhao, Lu Zhou, Mingyue A Robust Power Allocation Algorithm for Cognitive Radio Networks Based on Hybrid PSO |
title | A Robust Power Allocation Algorithm for Cognitive Radio Networks Based on Hybrid PSO |
title_full | A Robust Power Allocation Algorithm for Cognitive Radio Networks Based on Hybrid PSO |
title_fullStr | A Robust Power Allocation Algorithm for Cognitive Radio Networks Based on Hybrid PSO |
title_full_unstemmed | A Robust Power Allocation Algorithm for Cognitive Radio Networks Based on Hybrid PSO |
title_short | A Robust Power Allocation Algorithm for Cognitive Radio Networks Based on Hybrid PSO |
title_sort | robust power allocation algorithm for cognitive radio networks based on hybrid pso |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9501617/ https://www.ncbi.nlm.nih.gov/pubmed/36146146 http://dx.doi.org/10.3390/s22186796 |
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