Matches in SemOpenAlex for { <https://semopenalex.org/work/W2994963339> ?p ?o ?g. }
Showing items 1 to 97 of
97
with 100 items per page.
- W2994963339 abstract "The heterogeneity of technologies that operate over the unlicensed 5 GHz spectrum, such as LTE-Licensed-AssistedAccess (LAA), 5G New Radio Unlicensed (NR-U), and WiFi, calls for more intelligent and efficient techniques to coordinate channel access beyond what current standards offer. Wi-Fi standards require nodes to adopt a fixed value for the minimum contention window (CWmin), which prohibits a node from reacting to aggressive nodes that set their CWmin to small values. To address this problem, we propose a framework called Intelligent-CW (ICW) that allows nodes to adapt their CWmin values based on observed transmissions, ensuring they receive their fair share of the channel airtime. The CWmin value at a node is set based on a random forest, a machine learning model that includes a large number of decision trees. We train the random forest in a supervised manner over a large number of WLAN scenarios, including different misbehaving and aggressive scenarios. Under aggressive scenarios, our simulation results reveal that ICW provides nodes with higher throughput (153.9% gain) and 64% lower frame latency than standard techniques. In order to measure the fairness contribution of individual nodes, we introduce a new fairness metric. Based on this metric, ICW is shown to provide 10.89× improvement in fairness in aggressive scenarios compared to standard techniques." @default.
- W2994963339 created "2019-12-26" @default.
- W2994963339 creator A5057840456 @default.
- W2994963339 creator A5064036781 @default.
- W2994963339 creator A5081934496 @default.
- W2994963339 date "2019-11-01" @default.
- W2994963339 modified "2023-10-06" @default.
- W2994963339 title "Intelligent-CW: AI-based Framework for Controlling Contention Window in WLANs" @default.
- W2994963339 cites W1489058467 @default.
- W2994963339 cites W1499245237 @default.
- W2994963339 cites W2017764348 @default.
- W2994963339 cites W2023905737 @default.
- W2994963339 cites W2088699616 @default.
- W2994963339 cites W2103979726 @default.
- W2994963339 cites W2104951788 @default.
- W2994963339 cites W2118549177 @default.
- W2994963339 cites W2119249847 @default.
- W2994963339 cites W2162598825 @default.
- W2994963339 cites W2165232329 @default.
- W2994963339 cites W2464204438 @default.
- W2994963339 cites W2487770199 @default.
- W2994963339 cites W2549593124 @default.
- W2994963339 cites W2611622781 @default.
- W2994963339 cites W2898605906 @default.
- W2994963339 cites W2966919489 @default.
- W2994963339 doi "https://doi.org/10.1109/dyspan.2019.8935851" @default.
- W2994963339 hasPublicationYear "2019" @default.
- W2994963339 type Work @default.
- W2994963339 sameAs 2994963339 @default.
- W2994963339 citedByCount "13" @default.
- W2994963339 countsByYear W29949633392020 @default.
- W2994963339 countsByYear W29949633392021 @default.
- W2994963339 countsByYear W29949633392022 @default.
- W2994963339 countsByYear W29949633392023 @default.
- W2994963339 crossrefType "proceedings-article" @default.
- W2994963339 hasAuthorship W2994963339A5057840456 @default.
- W2994963339 hasAuthorship W2994963339A5064036781 @default.
- W2994963339 hasAuthorship W2994963339A5081934496 @default.
- W2994963339 hasBestOaLocation W29949633392 @default.
- W2994963339 hasConcept C101722063 @default.
- W2994963339 hasConcept C120314980 @default.
- W2994963339 hasConcept C126042441 @default.
- W2994963339 hasConcept C127162648 @default.
- W2994963339 hasConcept C127413603 @default.
- W2994963339 hasConcept C149946192 @default.
- W2994963339 hasConcept C157764524 @default.
- W2994963339 hasConcept C162324750 @default.
- W2994963339 hasConcept C176217482 @default.
- W2994963339 hasConcept C177264268 @default.
- W2994963339 hasConcept C199360897 @default.
- W2994963339 hasConcept C21547014 @default.
- W2994963339 hasConcept C31258907 @default.
- W2994963339 hasConcept C41008148 @default.
- W2994963339 hasConcept C555944384 @default.
- W2994963339 hasConcept C62611344 @default.
- W2994963339 hasConcept C63029442 @default.
- W2994963339 hasConcept C66938386 @default.
- W2994963339 hasConcept C76155785 @default.
- W2994963339 hasConcept C82876162 @default.
- W2994963339 hasConceptScore W2994963339C101722063 @default.
- W2994963339 hasConceptScore W2994963339C120314980 @default.
- W2994963339 hasConceptScore W2994963339C126042441 @default.
- W2994963339 hasConceptScore W2994963339C127162648 @default.
- W2994963339 hasConceptScore W2994963339C127413603 @default.
- W2994963339 hasConceptScore W2994963339C149946192 @default.
- W2994963339 hasConceptScore W2994963339C157764524 @default.
- W2994963339 hasConceptScore W2994963339C162324750 @default.
- W2994963339 hasConceptScore W2994963339C176217482 @default.
- W2994963339 hasConceptScore W2994963339C177264268 @default.
- W2994963339 hasConceptScore W2994963339C199360897 @default.
- W2994963339 hasConceptScore W2994963339C21547014 @default.
- W2994963339 hasConceptScore W2994963339C31258907 @default.
- W2994963339 hasConceptScore W2994963339C41008148 @default.
- W2994963339 hasConceptScore W2994963339C555944384 @default.
- W2994963339 hasConceptScore W2994963339C62611344 @default.
- W2994963339 hasConceptScore W2994963339C63029442 @default.
- W2994963339 hasConceptScore W2994963339C66938386 @default.
- W2994963339 hasConceptScore W2994963339C76155785 @default.
- W2994963339 hasConceptScore W2994963339C82876162 @default.
- W2994963339 hasLocation W29949633391 @default.
- W2994963339 hasLocation W29949633392 @default.
- W2994963339 hasOpenAccess W2994963339 @default.
- W2994963339 hasPrimaryLocation W29949633391 @default.
- W2994963339 hasRelatedWork W1485627940 @default.
- W2994963339 hasRelatedWork W2108390342 @default.
- W2994963339 hasRelatedWork W2115978053 @default.
- W2994963339 hasRelatedWork W2129840061 @default.
- W2994963339 hasRelatedWork W2130708787 @default.
- W2994963339 hasRelatedWork W2148397771 @default.
- W2994963339 hasRelatedWork W2163284784 @default.
- W2994963339 hasRelatedWork W2298102683 @default.
- W2994963339 hasRelatedWork W2359317704 @default.
- W2994963339 hasRelatedWork W2997531487 @default.
- W2994963339 isParatext "false" @default.
- W2994963339 isRetracted "false" @default.
- W2994963339 magId "2994963339" @default.
- W2994963339 workType "article" @default.