FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3204358459> ?p ?o ?g. }

• W3204358459 abstract "Spectrum scarcity has led to growth in the use of unlicensed spectrum for cellular systems. This motivates intelligent adaptive approaches to spectrum access for both WiFi and 5G that improve upon traditional carrier sensing and listen-before-talk methods. We study decentralized contention-based medium access for base stations (BSs) of a single Radio Access Technology (RAT) operating on unlicensed shared spectrum. We devise a learning-based algorithm for both contention and adaptive modulation that attempts to maximize a network-wide downlink throughput objective. We formulate and develop novel distributed implementations of two deep reinforcement learning approaches - Deep Q Networks and Proximal Policy Optimization - modelled on a two stage Markov decision process. Empirically, we find the (proportional fairness) reward accumulated by the policy gradient approach to be significantly higher than even a genie-aided adaptive energy detection threshold. Our approaches are further validated by improved sum and peak throughput. The scalability of our approach to large networks is demonstrated via an improved cumulative reward earned on both indoor and outdoor layouts with a large number of BSs." @default.
• W3204358459 created "2021-10-11" @default.
• W3204358459 creator A5042833857 @default.
• W3204358459 creator A5061685202 @default.
• W3204358459 date "2021-09-24" @default.
• W3204358459 modified "2023-09-27" @default.
• W3204358459 title "Distributed Deep Reinforcement Learning for Adaptive Medium Access and Modulation in Shared Spectrum." @default.
• W3204358459 cites W1528676759 @default.
• W3204358459 cites W1771410628 @default.
• W3204358459 cites W1783941367 @default.
• W3204358459 cites W2018111243 @default.
• W3204358459 cites W2026845644 @default.
• W3204358459 cites W2029946638 @default.
• W3204358459 cites W2034820056 @default.
• W3204358459 cites W2064675550 @default.
• W3204358459 cites W2119717200 @default.
• W3204358459 cites W2121863487 @default.
• W3204358459 cites W2128315032 @default.
• W3204358459 cites W2140439073 @default.
• W3204358459 cites W2142121700 @default.
• W3204358459 cites W2145339207 @default.
• W3204358459 cites W2147658472 @default.
• W3204358459 cites W2159715570 @default.
• W3204358459 cites W2173564293 @default.
• W3204358459 cites W2179911387 @default.
• W3204358459 cites W2736601468 @default.
• W3204358459 cites W2898754723 @default.
• W3204358459 cites W2910356066 @default.
• W3204358459 cites W2962797279 @default.
• W3204358459 cites W2962938178 @default.
• W3204358459 cites W2963000099 @default.
• W3204358459 cites W2963184621 @default.
• W3204358459 cites W2963658727 @default.
• W3204358459 cites W2964121744 @default.
• W3204358459 cites W2994691881 @default.
• W3204358459 cites W3011085742 @default.
• W3204358459 cites W3017340082 @default.
• W3204358459 cites W3169776651 @default.
• W3204358459 cites W3212659455 @default.
• W3204358459 hasPublicationYear "2021" @default.
• W3204358459 type Work @default.
• W3204358459 sameAs 3204358459 @default.
• W3204358459 citedByCount "0" @default.
• W3204358459 crossrefType "posted-content" @default.
• W3204358459 hasAuthorship W3204358459A5042833857 @default.
• W3204358459 hasAuthorship W3204358459A5061685202 @default.
• W3204358459 hasConcept C105795698 @default.
• W3204358459 hasConcept C106189395 @default.
• W3204358459 hasConcept C120314980 @default.
• W3204358459 hasConcept C127162648 @default.
• W3204358459 hasConcept C138660444 @default.
• W3204358459 hasConcept C138916503 @default.
• W3204358459 hasConcept C149946192 @default.
• W3204358459 hasConcept C154945302 @default.
• W3204358459 hasConcept C157764524 @default.
• W3204358459 hasConcept C159886148 @default.
• W3204358459 hasConcept C31258907 @default.
• W3204358459 hasConcept C33923547 @default.
• W3204358459 hasConcept C41008148 @default.
• W3204358459 hasConcept C48044578 @default.
• W3204358459 hasConcept C555944384 @default.
• W3204358459 hasConcept C63029442 @default.
• W3204358459 hasConcept C76155785 @default.
• W3204358459 hasConcept C77088390 @default.
• W3204358459 hasConcept C81978471 @default.
• W3204358459 hasConcept C97541855 @default.
• W3204358459 hasConceptScore W3204358459C105795698 @default.
• W3204358459 hasConceptScore W3204358459C106189395 @default.
• W3204358459 hasConceptScore W3204358459C120314980 @default.
• W3204358459 hasConceptScore W3204358459C127162648 @default.
• W3204358459 hasConceptScore W3204358459C138660444 @default.
• W3204358459 hasConceptScore W3204358459C138916503 @default.
• W3204358459 hasConceptScore W3204358459C149946192 @default.
• W3204358459 hasConceptScore W3204358459C154945302 @default.
• W3204358459 hasConceptScore W3204358459C157764524 @default.
• W3204358459 hasConceptScore W3204358459C159886148 @default.
• W3204358459 hasConceptScore W3204358459C31258907 @default.
• W3204358459 hasConceptScore W3204358459C33923547 @default.
• W3204358459 hasConceptScore W3204358459C41008148 @default.
• W3204358459 hasConceptScore W3204358459C48044578 @default.
• W3204358459 hasConceptScore W3204358459C555944384 @default.
• W3204358459 hasConceptScore W3204358459C63029442 @default.
• W3204358459 hasConceptScore W3204358459C76155785 @default.
• W3204358459 hasConceptScore W3204358459C77088390 @default.
• W3204358459 hasConceptScore W3204358459C81978471 @default.
• W3204358459 hasConceptScore W3204358459C97541855 @default.
• W3204358459 hasLocation W32043584591 @default.
• W3204358459 hasOpenAccess W3204358459 @default.
• W3204358459 hasPrimaryLocation W32043584591 @default.
• W3204358459 hasRelatedWork W1507693816 @default.
• W3204358459 hasRelatedWork W2019466597 @default.
• W3204358459 hasRelatedWork W2067243022 @default.
• W3204358459 hasRelatedWork W2069267661 @default.
• W3204358459 hasRelatedWork W2294095830 @default.
• W3204358459 hasRelatedWork W2380612930 @default.
• W3204358459 hasRelatedWork W2736032094 @default.
• W3204358459 hasRelatedWork W2898648417 @default.
• W3204358459 hasRelatedWork W2910887805 @default.
• W3204358459 hasRelatedWork W2914036837 @default.
• W3204358459 hasRelatedWork W2951227006 @default.

• next