Matches in SemOpenAlex for { <https://semopenalex.org/work/W2760758811> ?p ?o ?g. }
Showing items 1 to 74 of
74
with 100 items per page.
- W2760758811 abstract "Resource allocation is still a difficult issue to deal with in wireless networks. The unstable channel condition and traffic demand for Quality of Service (QoS) raise some barriers that interfere with the process. It is significant that an optimal policy takes into account some resources available to each traffic class while considering the spectral efficiency and other related channel issues. Reinforcement learning is a dynamic and effective method to support the accomplishment of resource allocation properly maintaining QoS levels for applications. The technique can track the system state as feedback to enhance the performance of a given task. Herein, it is proposed a simple reinforcement learning mechanism introduced in LTE-A networks and aimed to choose and limit the number of resources allocated for each traffic class, regarding the QoS Class Identifier (QCI), at each Transmission Time Interval (TTI) along the scheduling procedure. The proposed mechanism implements a Markov Decision Process (MDP) solved by the Q-Learning algorithm to find an optimal action-state decision policy. The results obtained from simulation exhibit good performance, especially for the real-time Video application." @default.
- W2760758811 created "2017-10-06" @default.
- W2760758811 creator A5043765191 @default.
- W2760758811 date "2017-09-27" @default.
- W2760758811 modified "2023-09-27" @default.
- W2760758811 title "A Simple Reinforcement Learning Mechanism for Resource Allocation in LTE-A Networks with Markov Decision Process and Q-Learning." @default.
- W2760758811 cites W2036336974 @default.
- W2760758811 cites W2096630263 @default.
- W2760758811 cites W2097491623 @default.
- W2760758811 cites W2165131254 @default.
- W2760758811 cites W3011120880 @default.
- W2760758811 hasPublicationYear "2017" @default.
- W2760758811 type Work @default.
- W2760758811 sameAs 2760758811 @default.
- W2760758811 citedByCount "3" @default.
- W2760758811 countsByYear W27607588112019 @default.
- W2760758811 countsByYear W27607588112020 @default.
- W2760758811 crossrefType "posted-content" @default.
- W2760758811 hasAuthorship W2760758811A5043765191 @default.
- W2760758811 hasConcept C105795698 @default.
- W2760758811 hasConcept C106189395 @default.
- W2760758811 hasConcept C120314980 @default.
- W2760758811 hasConcept C126255220 @default.
- W2760758811 hasConcept C154945302 @default.
- W2760758811 hasConcept C159886148 @default.
- W2760758811 hasConcept C188116033 @default.
- W2760758811 hasConcept C206729178 @default.
- W2760758811 hasConcept C29202148 @default.
- W2760758811 hasConcept C31258907 @default.
- W2760758811 hasConcept C33923547 @default.
- W2760758811 hasConcept C41008148 @default.
- W2760758811 hasConcept C5119721 @default.
- W2760758811 hasConcept C97541855 @default.
- W2760758811 hasConceptScore W2760758811C105795698 @default.
- W2760758811 hasConceptScore W2760758811C106189395 @default.
- W2760758811 hasConceptScore W2760758811C120314980 @default.
- W2760758811 hasConceptScore W2760758811C126255220 @default.
- W2760758811 hasConceptScore W2760758811C154945302 @default.
- W2760758811 hasConceptScore W2760758811C159886148 @default.
- W2760758811 hasConceptScore W2760758811C188116033 @default.
- W2760758811 hasConceptScore W2760758811C206729178 @default.
- W2760758811 hasConceptScore W2760758811C29202148 @default.
- W2760758811 hasConceptScore W2760758811C31258907 @default.
- W2760758811 hasConceptScore W2760758811C33923547 @default.
- W2760758811 hasConceptScore W2760758811C41008148 @default.
- W2760758811 hasConceptScore W2760758811C5119721 @default.
- W2760758811 hasConceptScore W2760758811C97541855 @default.
- W2760758811 hasLocation W27607588111 @default.
- W2760758811 hasOpenAccess W2760758811 @default.
- W2760758811 hasPrimaryLocation W27607588111 @default.
- W2760758811 hasRelatedWork W1483485059 @default.
- W2760758811 hasRelatedWork W1529439634 @default.
- W2760758811 hasRelatedWork W1990628460 @default.
- W2760758811 hasRelatedWork W2048570986 @default.
- W2760758811 hasRelatedWork W2185068791 @default.
- W2760758811 hasRelatedWork W2277425822 @default.
- W2760758811 hasRelatedWork W2288887412 @default.
- W2760758811 hasRelatedWork W2318311906 @default.
- W2760758811 hasRelatedWork W2799307703 @default.
- W2760758811 hasRelatedWork W2897984391 @default.
- W2760758811 hasRelatedWork W2968782695 @default.
- W2760758811 hasRelatedWork W2969482782 @default.
- W2760758811 hasRelatedWork W3010523455 @default.
- W2760758811 hasRelatedWork W3032998286 @default.
- W2760758811 hasRelatedWork W3048038335 @default.
- W2760758811 hasRelatedWork W3085733781 @default.
- W2760758811 hasRelatedWork W3103715413 @default.
- W2760758811 hasRelatedWork W3138268027 @default.
- W2760758811 hasRelatedWork W3163220417 @default.
- W2760758811 hasRelatedWork W3197106007 @default.
- W2760758811 isParatext "false" @default.
- W2760758811 isRetracted "false" @default.
- W2760758811 magId "2760758811" @default.
- W2760758811 workType "article" @default.