Matches in SemOpenAlex for { <https://semopenalex.org/work/W2808463331> ?p ?o ?g. }
Showing items 1 to 94 of
94
with 100 items per page.
- W2808463331 abstract "Fog radio access network (F-RAN) has been recently proposed to satisfy the low-latency communication requirements of Internet of Things (IoT) applications. We consider the problem of sequentially allocating the limited resources of a fog node to a heterogeneous population of IoT applications with varying latency requirements. Specifically, for each service request it receives in time, fog node needs to decide whether to serve that user locally to provide it with low-latency communication service or to refer it to the cloud control center to keep valuable fog resources available for future users with potentially higher utility to the system (i.e., lower latency requirement). We formulate the problem as a Markov Decision Process (MDP) in two alternative formulations: infinite-horizon MDP (IH MDP) and finite-horizon MDP (FH MDP). In both IH and FH formulations, we present the optimal solution, known as the optimal policy, through Reinforcement Learning (RL). The optimal policies in both cases are learnt from the IoT environment using different RL methods. The significant advantage of the proposed RL methods over the straightforward approach of deciding based on a fixed threshold of utility is that the RL methods quickly learn the optimal decision thresholds from the IoT environment, and thus always achieve the best possible performance regardless of the environment. They strike the right balance between the two conflicting objectives, maximize the average total served utility vs. minimize the fog node's idle time. Extensive simulation results for various IoT environments corroborate the theoretical underpinnings of the proposed RL methods." @default.
- W2808463331 created "2018-06-21" @default.
- W2808463331 creator A5036320427 @default.
- W2808463331 creator A5089447049 @default.
- W2808463331 date "2018-05-27" @default.
- W2808463331 modified "2023-09-26" @default.
- W2808463331 title "Reinforcement-Learning-Based Resource Allocation in Fog Radio Access Networks for Various IoT Environments." @default.
- W2808463331 hasPublicationYear "2018" @default.
- W2808463331 type Work @default.
- W2808463331 sameAs 2808463331 @default.
- W2808463331 citedByCount "1" @default.
- W2808463331 countsByYear W28084633312019 @default.
- W2808463331 crossrefType "posted-content" @default.
- W2808463331 hasAuthorship W2808463331A5036320427 @default.
- W2808463331 hasAuthorship W2808463331A5089447049 @default.
- W2808463331 hasConcept C105795698 @default.
- W2808463331 hasConcept C106189395 @default.
- W2808463331 hasConcept C106365562 @default.
- W2808463331 hasConcept C111919701 @default.
- W2808463331 hasConcept C120314980 @default.
- W2808463331 hasConcept C126255220 @default.
- W2808463331 hasConcept C127413603 @default.
- W2808463331 hasConcept C144024400 @default.
- W2808463331 hasConcept C149923435 @default.
- W2808463331 hasConcept C154945302 @default.
- W2808463331 hasConcept C159886148 @default.
- W2808463331 hasConcept C188116033 @default.
- W2808463331 hasConcept C207029474 @default.
- W2808463331 hasConcept C28761237 @default.
- W2808463331 hasConcept C2908647359 @default.
- W2808463331 hasConcept C2986652147 @default.
- W2808463331 hasConcept C31258907 @default.
- W2808463331 hasConcept C33923547 @default.
- W2808463331 hasConcept C41008148 @default.
- W2808463331 hasConcept C62611344 @default.
- W2808463331 hasConcept C66938386 @default.
- W2808463331 hasConcept C68649174 @default.
- W2808463331 hasConcept C76155785 @default.
- W2808463331 hasConcept C79974875 @default.
- W2808463331 hasConcept C82876162 @default.
- W2808463331 hasConcept C97541855 @default.
- W2808463331 hasConceptScore W2808463331C105795698 @default.
- W2808463331 hasConceptScore W2808463331C106189395 @default.
- W2808463331 hasConceptScore W2808463331C106365562 @default.
- W2808463331 hasConceptScore W2808463331C111919701 @default.
- W2808463331 hasConceptScore W2808463331C120314980 @default.
- W2808463331 hasConceptScore W2808463331C126255220 @default.
- W2808463331 hasConceptScore W2808463331C127413603 @default.
- W2808463331 hasConceptScore W2808463331C144024400 @default.
- W2808463331 hasConceptScore W2808463331C149923435 @default.
- W2808463331 hasConceptScore W2808463331C154945302 @default.
- W2808463331 hasConceptScore W2808463331C159886148 @default.
- W2808463331 hasConceptScore W2808463331C188116033 @default.
- W2808463331 hasConceptScore W2808463331C207029474 @default.
- W2808463331 hasConceptScore W2808463331C28761237 @default.
- W2808463331 hasConceptScore W2808463331C2908647359 @default.
- W2808463331 hasConceptScore W2808463331C2986652147 @default.
- W2808463331 hasConceptScore W2808463331C31258907 @default.
- W2808463331 hasConceptScore W2808463331C33923547 @default.
- W2808463331 hasConceptScore W2808463331C41008148 @default.
- W2808463331 hasConceptScore W2808463331C62611344 @default.
- W2808463331 hasConceptScore W2808463331C66938386 @default.
- W2808463331 hasConceptScore W2808463331C68649174 @default.
- W2808463331 hasConceptScore W2808463331C76155785 @default.
- W2808463331 hasConceptScore W2808463331C79974875 @default.
- W2808463331 hasConceptScore W2808463331C82876162 @default.
- W2808463331 hasConceptScore W2808463331C97541855 @default.
- W2808463331 hasLocation W28084633311 @default.
- W2808463331 hasOpenAccess W2808463331 @default.
- W2808463331 hasPrimaryLocation W28084633311 @default.
- W2808463331 hasRelatedWork W166274978 @default.
- W2808463331 hasRelatedWork W2889881553 @default.
- W2808463331 hasRelatedWork W2908273039 @default.
- W2808463331 hasRelatedWork W2952674893 @default.
- W2808463331 hasRelatedWork W2956490995 @default.
- W2808463331 hasRelatedWork W2958900215 @default.
- W2808463331 hasRelatedWork W2965123794 @default.
- W2808463331 hasRelatedWork W2968450700 @default.
- W2808463331 hasRelatedWork W2978315677 @default.
- W2808463331 hasRelatedWork W2998008156 @default.
- W2808463331 hasRelatedWork W3009978309 @default.
- W2808463331 hasRelatedWork W3016271321 @default.
- W2808463331 hasRelatedWork W3042857242 @default.
- W2808463331 hasRelatedWork W3046618558 @default.
- W2808463331 hasRelatedWork W3048247395 @default.
- W2808463331 hasRelatedWork W3049290543 @default.
- W2808463331 hasRelatedWork W3049551041 @default.
- W2808463331 hasRelatedWork W3156268740 @default.
- W2808463331 hasRelatedWork W3171100633 @default.
- W2808463331 hasRelatedWork W3196572190 @default.
- W2808463331 isParatext "false" @default.
- W2808463331 isRetracted "false" @default.
- W2808463331 magId "2808463331" @default.
- W2808463331 workType "article" @default.