A belief-based decision-making framework for spectrum selection in cognitive radio networks
This paper presents a comprehensive cognitive management framework for spectrum selection in cognitive radio networks. The framework uses a belief vector concept as a means to predict the interference affecting the different spectrum blocks and relies on a smart analysis of the scenario dynamicity t...
| Autores: | , , , |
|---|---|
| Tipo de recurso: | artículo |
| Fecha de publicación: | 2015 |
| País: | España |
| Institución: | Universitat Politècnica de Catalunya (UPC) |
| Repositorio: | UPCommons. Portal del coneixement obert de la UPC |
| Idioma: | inglés |
| OAI Identifier: | oai:upcommons.upc.edu:2117/89370 |
| Acceso en línea: | https://hdl.handle.net/2117/89370 https://dx.doi.org/10.1109/TVT.2015.2508646 |
| Access Level: | acceso abierto |
| Palabra clave: | Cognitive radio networks Belief vector Cognitive radio Spectrum selection Testbed Ràdio cognitiva Àrees temàtiques de la UPC::Enginyeria de la telecomunicació::Radiocomunicació i exploració electromagnètica |
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A belief-based decision-making framework for spectrum selection in cognitive radio networksPérez Romero, Jordi|||0000-0001-9131-5013Raschellà, AlessandroSallent Roig, Oriol|||0000-0002-2114-1406Umbert Juliana, Anna|||0000-0001-7825-5212Cognitive radio networksBelief vectorCognitive radioSpectrum selectionTestbedRàdio cognitivaÀrees temàtiques de la UPC::Enginyeria de la telecomunicació::Radiocomunicació i exploració electromagnèticaThis paper presents a comprehensive cognitive management framework for spectrum selection in cognitive radio networks. The framework uses a belief vector concept as a means to predict the interference affecting the different spectrum blocks and relies on a smart analysis of the scenario dynamicity to properly determine an adequate observation strategy to balance the trade-off between achievable performance and measurement requirements. In this respect, the paper shows that the interference dynamics in a given spectrum block can be properly characterized through the second highest eigenvalue of the interference state transition matrix. Therefore, this indicator is retained in the proposed framework as a relevant parameter to drive the selection of both the observation strategy and spectrum selection decision-making criterion. The paper evaluates the proposed framework to illustrate the capability to properly choose among a set of possible observation strategies under different scenario conditions. Furthermore, a comparison against other state-of-the-art solutions is presented.Peer Reviewed20152015-12-1720162016-07-29journal articlehttp://purl.org/coar/resource_type/c_6501AMhttp://purl.org/coar/version/c_ab4af688f83e57aainfo:eu-repo/semantics/articleapplication/pdfhttps://hdl.handle.net/2117/89370https://dx.doi.org/10.1109/TVT.2015.2508646reponame:UPCommons. Portal del coneixement obert de la UPCinstname:Universitat Politècnica de Catalunya (UPC)Inglésengopen accesshttp://purl.org/coar/access_right/c_abf2http://creativecommons.org/licenses/by-nc-nd/3.0/es/info:eu-repo/semantics/openAccessoai:upcommons.upc.edu:2117/893702026-05-27T15:37:01Z |
| dc.title.none.fl_str_mv |
A belief-based decision-making framework for spectrum selection in cognitive radio networks |
| title |
A belief-based decision-making framework for spectrum selection in cognitive radio networks |
| spellingShingle |
A belief-based decision-making framework for spectrum selection in cognitive radio networks Pérez Romero, Jordi|||0000-0001-9131-5013 Cognitive radio networks Belief vector Cognitive radio Spectrum selection Testbed Ràdio cognitiva Àrees temàtiques de la UPC::Enginyeria de la telecomunicació::Radiocomunicació i exploració electromagnètica |
| title_short |
A belief-based decision-making framework for spectrum selection in cognitive radio networks |
| title_full |
A belief-based decision-making framework for spectrum selection in cognitive radio networks |
| title_fullStr |
A belief-based decision-making framework for spectrum selection in cognitive radio networks |
| title_full_unstemmed |
A belief-based decision-making framework for spectrum selection in cognitive radio networks |
| title_sort |
A belief-based decision-making framework for spectrum selection in cognitive radio networks |
| dc.creator.none.fl_str_mv |
Pérez Romero, Jordi|||0000-0001-9131-5013 Raschellà, Alessandro Sallent Roig, Oriol|||0000-0002-2114-1406 Umbert Juliana, Anna|||0000-0001-7825-5212 |
| author |
Pérez Romero, Jordi|||0000-0001-9131-5013 |
| author_facet |
Pérez Romero, Jordi|||0000-0001-9131-5013 Raschellà, Alessandro Sallent Roig, Oriol|||0000-0002-2114-1406 Umbert Juliana, Anna|||0000-0001-7825-5212 |
| author_role |
author |
| author2 |
Raschellà, Alessandro Sallent Roig, Oriol|||0000-0002-2114-1406 Umbert Juliana, Anna|||0000-0001-7825-5212 |
| author2_role |
author author author |
| dc.subject.none.fl_str_mv |
Cognitive radio networks Belief vector Cognitive radio Spectrum selection Testbed Ràdio cognitiva Àrees temàtiques de la UPC::Enginyeria de la telecomunicació::Radiocomunicació i exploració electromagnètica |
| topic |
Cognitive radio networks Belief vector Cognitive radio Spectrum selection Testbed Ràdio cognitiva Àrees temàtiques de la UPC::Enginyeria de la telecomunicació::Radiocomunicació i exploració electromagnètica |
| description |
This paper presents a comprehensive cognitive management framework for spectrum selection in cognitive radio networks. The framework uses a belief vector concept as a means to predict the interference affecting the different spectrum blocks and relies on a smart analysis of the scenario dynamicity to properly determine an adequate observation strategy to balance the trade-off between achievable performance and measurement requirements. In this respect, the paper shows that the interference dynamics in a given spectrum block can be properly characterized through the second highest eigenvalue of the interference state transition matrix. Therefore, this indicator is retained in the proposed framework as a relevant parameter to drive the selection of both the observation strategy and spectrum selection decision-making criterion. The paper evaluates the proposed framework to illustrate the capability to properly choose among a set of possible observation strategies under different scenario conditions. Furthermore, a comparison against other state-of-the-art solutions is presented. |
| publishDate |
2015 |
| dc.date.none.fl_str_mv |
2015 2015-12-17 2016 2016-07-29 |
| dc.type.none.fl_str_mv |
journal article http://purl.org/coar/resource_type/c_6501 AM http://purl.org/coar/version/c_ab4af688f83e57aa |
| dc.type.openaire.fl_str_mv |
info:eu-repo/semantics/article |
| format |
article |
| dc.identifier.none.fl_str_mv |
https://hdl.handle.net/2117/89370 https://dx.doi.org/10.1109/TVT.2015.2508646 |
| url |
https://hdl.handle.net/2117/89370 https://dx.doi.org/10.1109/TVT.2015.2508646 |
| dc.language.none.fl_str_mv |
Inglés eng |
| language_invalid_str_mv |
Inglés |
| language |
eng |
| dc.rights.none.fl_str_mv |
open access http://purl.org/coar/access_right/c_abf2 http://creativecommons.org/licenses/by-nc-nd/3.0/es/ |
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info:eu-repo/semantics/openAccess |
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open access http://purl.org/coar/access_right/c_abf2 http://creativecommons.org/licenses/by-nc-nd/3.0/es/ |
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openAccess |
| dc.format.none.fl_str_mv |
application/pdf |
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reponame:UPCommons. Portal del coneixement obert de la UPC instname:Universitat Politècnica de Catalunya (UPC) |
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Universitat Politècnica de Catalunya (UPC) |
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UPCommons. Portal del coneixement obert de la UPC |
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UPCommons. Portal del coneixement obert de la UPC |
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15,300724 |