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An application of reinforcement learning for efficient spectrum usage in next-generation mobile cellular networks
dc.contributor.author | Bernardo Álvarez, Francisco |
dc.contributor.author | Agustí Comes, Ramon |
dc.contributor.author | Pérez Romero, Jordi |
dc.contributor.author | Sallent Roig, Oriol |
dc.contributor.other | Universitat Politècnica de Catalunya. Departament de Teoria del Senyal i Comunicacions |
dc.date.accessioned | 2010-07-21T12:41:36Z |
dc.date.available | 2010-07-21T12:41:36Z |
dc.date.created | 2010-07 |
dc.date.issued | 2010-07 |
dc.identifier.citation | Bernardo, F. [et al.]. An application of reinforcement learning for efficient spectrum usage in next-generation mobile cellular networks. "IEEE transactions on systems man and cybernetics Part C-applications and reviews", Juliol 2010, vol. 40, núm. 4, p. 477-484. |
dc.identifier.issn | 1094-6977 |
dc.identifier.uri | http://hdl.handle.net/2117/8321 |
dc.description.abstract | This paper proposes reinforcement learning as a foundational stone of a framework for efficient spectrum usage in the context of nextgeneration mobile cellular networks. The objective of the framework is to efficiently use the spectrum in a cellular orthogonal frequency-division multiple access network while unnecessary spectrum is released for secondary spectrum usage within a private commons spectrum accessmodel. Numerical results show that the proposed framework obtains the best performance compared with other approaches for spectrum assignment. Moreover, the framework is relatively simple to implement in terms of computational requirements and signaling overhead. |
dc.format.extent | 8 p. |
dc.language.iso | eng |
dc.subject | Àrees temàtiques de la UPC::Enginyeria de la telecomunicació |
dc.subject.lcsh | Cell phones |
dc.subject.lcsh | Signal theory (Telecommunication) |
dc.title | An application of reinforcement learning for efficient spectrum usage in next-generation mobile cellular networks |
dc.type | Article |
dc.subject.lemac | Telefonia mòbil |
dc.subject.lemac | Senyal, Teoria del (Telecomunicació) |
dc.contributor.group | Universitat Politècnica de Catalunya. GRCM - Grup de Recerca en Comunicacions Mòbils |
dc.identifier.doi | 10.1109/TSMCC.2010.2041230 |
dc.relation.publisherversion | http://ieeexplorepreview.ieee.org/xpl/freeabs_all.jsp?arnumber=5415613&abstractAccess=no&userType= |
dc.rights.access | Open Access |
local.identifier.drac | 2578834 |
dc.description.version | Postprint (published version) |
local.citation.author | Bernardo, F.; Agustí, R.; Pérez-Romero, J.; Sallent, J. |
local.citation.publicationName | IEEE transactions on systems man and cybernetics Part C-applications and reviews |
local.citation.volume | 40 |
local.citation.number | 4 |
local.citation.startingPage | 477 |
local.citation.endingPage | 484 |
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