Matches in SemOpenAlex for { <https://semopenalex.org/work/W4378472596> ?p ?o ?g. }
Showing items 1 to 91 of
91
with 100 items per page.
- W4378472596 endingPage "10" @default.
- W4378472596 startingPage "1" @default.
- W4378472596 abstract "Elasticity capability is one of the most important capabilities of cloud computing, which combines large-scale resource allocation capability to quickly achieve minute-level resource demand provisioning to meet the elasticity requirements of different scale scenarios. The elasticity capability is mainly determined by the container start-up speed and container scaling strategy together, where the container scaling strategy contains both vertical container scaling strategy and horizontal container scaling strategy. In order to make the container scaling policy more effective and improve the application service quality and resource utilization, we briefly introduce Kubernetes’ horizontal pod autoscaling (HPA) strategy, analyze the existing problem of HPA, and develop a container scaling strategy based on reinforcement learning. First, we analyze the problems of Kubernetes’ existing HPA container autoscaling strategy in the scale-up and scale-down phases, respectively. Second, the Markov decision model is used to model the container scaling problem. Then, we propose a model-based reinforcement learning algorithm to solve the container scaling problem. Finally, we compare the experimental results of the HPA scaling strategy and the model-based reinforcement learning strategy with the results from the resource utilization of the application, the change of the number of pods, and the application response time; through the experimental analysis, we verify that the reinforcement learning-based container scaling strategy can guarantee the application service quality and improve the utilization of the application resources more effectively than the HPA strategy." @default.
- W4378472596 created "2023-05-27" @default.
- W4378472596 creator A5005218011 @default.
- W4378472596 creator A5039641578 @default.
- W4378472596 creator A5041264733 @default.
- W4378472596 creator A5046113804 @default.
- W4378472596 creator A5058812525 @default.
- W4378472596 date "2023-05-26" @default.
- W4378472596 modified "2023-10-18" @default.
- W4378472596 title "Container Scaling Strategy Based on Reinforcement Learning" @default.
- W4378472596 cites W1959671196 @default.
- W4378472596 cites W2135099885 @default.
- W4378472596 cites W2139052027 @default.
- W4378472596 cites W2344151619 @default.
- W4378472596 cites W2614320769 @default.
- W4378472596 cites W2807184217 @default.
- W4378472596 cites W2964098968 @default.
- W4378472596 cites W3125002451 @default.
- W4378472596 cites W3137202213 @default.
- W4378472596 cites W3188452735 @default.
- W4378472596 cites W4206176461 @default.
- W4378472596 cites W4220863835 @default.
- W4378472596 cites W4220908458 @default.
- W4378472596 cites W4226263557 @default.
- W4378472596 doi "https://doi.org/10.1155/2023/7400235" @default.
- W4378472596 hasPublicationYear "2023" @default.
- W4378472596 type Work @default.
- W4378472596 citedByCount "0" @default.
- W4378472596 crossrefType "journal-article" @default.
- W4378472596 hasAuthorship W4378472596A5005218011 @default.
- W4378472596 hasAuthorship W4378472596A5039641578 @default.
- W4378472596 hasAuthorship W4378472596A5041264733 @default.
- W4378472596 hasAuthorship W4378472596A5046113804 @default.
- W4378472596 hasAuthorship W4378472596A5058812525 @default.
- W4378472596 hasBestOaLocation W43784725961 @default.
- W4378472596 hasConcept C105795698 @default.
- W4378472596 hasConcept C106189395 @default.
- W4378472596 hasConcept C111919701 @default.
- W4378472596 hasConcept C121854251 @default.
- W4378472596 hasConcept C127413603 @default.
- W4378472596 hasConcept C154945302 @default.
- W4378472596 hasConcept C159886148 @default.
- W4378472596 hasConcept C159985019 @default.
- W4378472596 hasConcept C172191483 @default.
- W4378472596 hasConcept C192562407 @default.
- W4378472596 hasConcept C2524010 @default.
- W4378472596 hasConcept C2781018962 @default.
- W4378472596 hasConcept C33923547 @default.
- W4378472596 hasConcept C41008148 @default.
- W4378472596 hasConcept C78519656 @default.
- W4378472596 hasConcept C79974875 @default.
- W4378472596 hasConcept C97541855 @default.
- W4378472596 hasConcept C99844830 @default.
- W4378472596 hasConceptScore W4378472596C105795698 @default.
- W4378472596 hasConceptScore W4378472596C106189395 @default.
- W4378472596 hasConceptScore W4378472596C111919701 @default.
- W4378472596 hasConceptScore W4378472596C121854251 @default.
- W4378472596 hasConceptScore W4378472596C127413603 @default.
- W4378472596 hasConceptScore W4378472596C154945302 @default.
- W4378472596 hasConceptScore W4378472596C159886148 @default.
- W4378472596 hasConceptScore W4378472596C159985019 @default.
- W4378472596 hasConceptScore W4378472596C172191483 @default.
- W4378472596 hasConceptScore W4378472596C192562407 @default.
- W4378472596 hasConceptScore W4378472596C2524010 @default.
- W4378472596 hasConceptScore W4378472596C2781018962 @default.
- W4378472596 hasConceptScore W4378472596C33923547 @default.
- W4378472596 hasConceptScore W4378472596C41008148 @default.
- W4378472596 hasConceptScore W4378472596C78519656 @default.
- W4378472596 hasConceptScore W4378472596C79974875 @default.
- W4378472596 hasConceptScore W4378472596C97541855 @default.
- W4378472596 hasConceptScore W4378472596C99844830 @default.
- W4378472596 hasFunder F4320335777 @default.
- W4378472596 hasLocation W43784725961 @default.
- W4378472596 hasOpenAccess W4378472596 @default.
- W4378472596 hasPrimaryLocation W43784725961 @default.
- W4378472596 hasRelatedWork W1593424326 @default.
- W4378472596 hasRelatedWork W1986011081 @default.
- W4378472596 hasRelatedWork W2045971428 @default.
- W4378472596 hasRelatedWork W2049791239 @default.
- W4378472596 hasRelatedWork W2185649102 @default.
- W4378472596 hasRelatedWork W2962753843 @default.
- W4378472596 hasRelatedWork W3166087151 @default.
- W4378472596 hasRelatedWork W3174016102 @default.
- W4378472596 hasRelatedWork W4378472596 @default.
- W4378472596 hasRelatedWork W76806710 @default.
- W4378472596 hasVolume "2023" @default.
- W4378472596 isParatext "false" @default.
- W4378472596 isRetracted "false" @default.
- W4378472596 workType "article" @default.