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Reinforcement learning for dynamic spectrum management in WCDMA
dc.contributor.author | Vucevic, Nemanja |
dc.contributor.author | Pérez Romero, Jordi |
dc.contributor.author | Sallent Roig, Oriol |
dc.contributor.author | Agustí Comes, Ramon |
dc.contributor.other | Universitat Politècnica de Catalunya. Departament de Teoria del Senyal i Comunicacions |
dc.date.accessioned | 2010-09-10T08:26:09Z |
dc.date.available | 2010-09-10T08:26:09Z |
dc.date.created | 2009 |
dc.date.issued | 2009 |
dc.identifier.citation | Vucevic, N. [et al.]. Reinforcement learning for dynamic spectrum management in WCDMA. "TELFOR Journal", 2009, vol. 1, núm. 1, p. 6-9. |
dc.identifier.issn | 1821-3251 |
dc.identifier.uri | http://hdl.handle.net/2117/8811 |
dc.description.abstract | Low use of licensed spectrum imposes a need for the advanced spectrum management for wise spectrum usage with the release of unneeded frequency bands for the secondary markets and opportunistic access. In this paper we present the possibilities to apply reinforcement learning in WCDMA to enable the autonomous decision on spectrum repartition among cells and release of frequency bands for possible secondary usage. The proposed solution increases spectrum efficiency while ensuring maximum outage probability constraints in WCDMA uplink. We give two possible approaches to implement reinforcement learning in this problem area and compare their behavior. Simulations demonstrate the capability of two methods to successfully achieve desired goals. |
dc.format.extent | 4 p. |
dc.language.iso | eng |
dc.subject | Àrees temàtiques de la UPC::Enginyeria de la telecomunicació::Telemàtica i xarxes d'ordinadors::Protocols de comunicació |
dc.subject.lcsh | WCDMA |
dc.subject.lcsh | Reinforcement learning |
dc.title | Reinforcement learning for dynamic spectrum management in WCDMA |
dc.type | Article |
dc.contributor.group | Universitat Politècnica de Catalunya. GRCM - Grup de Recerca en Comunicacions Mòbils |
dc.description.peerreviewed | Peer Reviewed |
dc.relation.publisherversion | http://journal.telfor.rs/Published/No1/No01_P02_fin.pdf |
dc.rights.access | Open Access |
local.identifier.drac | 2641338 |
dc.description.version | Postprint (published version) |
local.citation.author | Vucevic, N.; Pérez-Romero, J.; Sallent, J.; Agustí, R. |
local.citation.publicationName | TELFOR Journal |
local.citation.volume | 1 |
local.citation.number | 1 |
local.citation.startingPage | 6 |
local.citation.endingPage | 9 |
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