Improved Resource Allocation Model for Reducing Interference Among Secondary Users in TV White Space for Broadband Services
In recent years, the Television White Space has attracted the interest of many researchers due to its propagation characteristics obtainable between 470MHz and 790MHz spectrum bands. However, aggregate interference increase when secondary users in wireless network increase. Aggregate interference on...
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IEEE
2022-01-01
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Series: | IEEE Access |
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Online Access: | https://ieeexplore.ieee.org/document/9946854/ |
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author | Marco P. Mwaimu Mike Majham Kennedy K. Ronoh Kisangiri Michael Ramadhani Saidi Sinde |
author_facet | Marco P. Mwaimu Mike Majham Kennedy K. Ronoh Kisangiri Michael Ramadhani Saidi Sinde |
author_sort | Marco P. Mwaimu |
collection | DOAJ |
description | In recent years, the Television White Space has attracted the interest of many researchers due to its propagation characteristics obtainable between 470MHz and 790MHz spectrum bands. However, aggregate interference increase when secondary users in wireless network increase. Aggregate interference on the side of Primary Users has been extensively scrutinized. Therefore, resource allocation (power and spectrum) is crucial when designing the Television White Space network to avoid interferences from Secondary Users to Primary Users and among Secondary Users themselves. This study proposes a resource allocation model that uses joint power and spectrum hybrid Particle Swarm Optimization, Firefly, and Genetic algorithm for reducing the aggregate interference among Secondary Users. The algorithm is integrated with the admission control algorithm so that; there is a possibility of removing some of the Secondary Users in the network whenever the Signal to Noise Ratio threshold for Secondary and Primary Users is not met. We considered an infeasible system whereby all Secondary and Primary Users may not be supported simultaneously. Metrics such as Primary User Signal-to-noise ratio, sum throughput, and secondary user signal-to-noise ratio less than the threshold used to compare the performance of the proposed algorithm and the results show that PSOFAGA with effective link gain ratio admission control has the best performance compared to particle swarm optimization, genetic algorithm, firefly algorithm, and PSOFAGA algorithm. |
first_indexed | 2024-04-13T10:41:12Z |
format | Article |
id | doaj.art-2537bb5f28574a7d9bd3fc7a0c63c8b1 |
institution | Directory Open Access Journal |
issn | 2169-3536 |
language | English |
last_indexed | 2024-04-13T10:41:12Z |
publishDate | 2022-01-01 |
publisher | IEEE |
record_format | Article |
series | IEEE Access |
spelling | doaj.art-2537bb5f28574a7d9bd3fc7a0c63c8b12022-12-22T02:49:56ZengIEEEIEEE Access2169-35362022-01-011011898111899110.1109/ACCESS.2022.32206289946854Improved Resource Allocation Model for Reducing Interference Among Secondary Users in TV White Space for Broadband ServicesMarco P. Mwaimu0https://orcid.org/0000-0003-3554-9688Mike Majham1Kennedy K. Ronoh2Kisangiri Michael3Ramadhani Saidi Sinde4School of Computational and Communication Sciences and Engineering, The Nelson Mandela African Institution of Science and Technology, Arusha, TanzaniaSchool of Computational and Communication Sciences and Engineering, The Nelson Mandela African Institution of Science and Technology, Arusha, TanzaniaSchool of Computing and Engineering Sciences, Strathmore University, Nairobi, KenyaSchool of Computational and Communication Sciences and Engineering, The Nelson Mandela African Institution of Science and Technology, Arusha, TanzaniaSchool of Computational and Communication Sciences and Engineering, The Nelson Mandela African Institution of Science and Technology, Arusha, TanzaniaIn recent years, the Television White Space has attracted the interest of many researchers due to its propagation characteristics obtainable between 470MHz and 790MHz spectrum bands. However, aggregate interference increase when secondary users in wireless network increase. Aggregate interference on the side of Primary Users has been extensively scrutinized. Therefore, resource allocation (power and spectrum) is crucial when designing the Television White Space network to avoid interferences from Secondary Users to Primary Users and among Secondary Users themselves. This study proposes a resource allocation model that uses joint power and spectrum hybrid Particle Swarm Optimization, Firefly, and Genetic algorithm for reducing the aggregate interference among Secondary Users. The algorithm is integrated with the admission control algorithm so that; there is a possibility of removing some of the Secondary Users in the network whenever the Signal to Noise Ratio threshold for Secondary and Primary Users is not met. We considered an infeasible system whereby all Secondary and Primary Users may not be supported simultaneously. Metrics such as Primary User Signal-to-noise ratio, sum throughput, and secondary user signal-to-noise ratio less than the threshold used to compare the performance of the proposed algorithm and the results show that PSOFAGA with effective link gain ratio admission control has the best performance compared to particle swarm optimization, genetic algorithm, firefly algorithm, and PSOFAGA algorithm.https://ieeexplore.ieee.org/document/9946854/Admission control algorithmcognitive radio networkseffective link gain ratio algorithmresource allocationTV whitespace |
spellingShingle | Marco P. Mwaimu Mike Majham Kennedy K. Ronoh Kisangiri Michael Ramadhani Saidi Sinde Improved Resource Allocation Model for Reducing Interference Among Secondary Users in TV White Space for Broadband Services IEEE Access Admission control algorithm cognitive radio networks effective link gain ratio algorithm resource allocation TV whitespace |
title | Improved Resource Allocation Model for Reducing Interference Among Secondary Users in TV White Space for Broadband Services |
title_full | Improved Resource Allocation Model for Reducing Interference Among Secondary Users in TV White Space for Broadband Services |
title_fullStr | Improved Resource Allocation Model for Reducing Interference Among Secondary Users in TV White Space for Broadband Services |
title_full_unstemmed | Improved Resource Allocation Model for Reducing Interference Among Secondary Users in TV White Space for Broadband Services |
title_short | Improved Resource Allocation Model for Reducing Interference Among Secondary Users in TV White Space for Broadband Services |
title_sort | improved resource allocation model for reducing interference among secondary users in tv white space for broadband services |
topic | Admission control algorithm cognitive radio networks effective link gain ratio algorithm resource allocation TV whitespace |
url | https://ieeexplore.ieee.org/document/9946854/ |
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