Matches in SemOpenAlex for { <https://semopenalex.org/work/W4353072056> ?p ?o ?g. }
- W4353072056 endingPage "2900" @default.
- W4353072056 startingPage "2900" @default.
- W4353072056 abstract "Workload prediction is essential in cloud data centers (CDCs) for establishing scalability and resource elasticity. However, the workload prediction accuracy in the cloud data center could be better due to noise, redundancy, and low performance for workload prediction. This paper designs a hierarchical tree-based deep convolutional neural network (T-CNN) model with sheep flock optimization (SFO) to enhance CDCs’ power efficiency and workload prediction. The kernel method is used to preprocess historical information from the CDCs. Additionally, T-CNN model weight parameters are optimized using SFO. The suggested TCNN-SFO technology has successfully reduced excessive power consumption while correctly forecasting the incoming demand. Further, the proposed model is assessed using two benchmark datasets: Saskatchewan HTTP traces and NASA. The developed model is executed in a Java tool. Therefore, associated with existing methods, the developed technique has achieved higher accuracy of 20.75%, 19.06%, 29.09%, 23.8%, and 20.5%, as well as lower energy consumption of 20.84%, 18.03%, 28.64%, 30.72%, and 33.74% when validating the Saskatchewan HTTP traces dataset. It has also achieved higher accuracy of 32.95%, 12.05%, 32.65%, and 26.54%." @default.
- W4353072056 created "2023-03-23" @default.
- W4353072056 creator A5011507183 @default.
- W4353072056 creator A5011786038 @default.
- W4353072056 creator A5029716547 @default.
- W4353072056 creator A5051091391 @default.
- W4353072056 creator A5053637908 @default.
- W4353072056 creator A5074872855 @default.
- W4353072056 creator A5089771051 @default.
- W4353072056 creator A5091542167 @default.
- W4353072056 date "2023-03-21" @default.
- W4353072056 modified "2023-09-30" @default.
- W4353072056 title "Optimized Hierarchical Tree Deep Convolutional Neural Network of a Tree-Based Workload Prediction Scheme for Enhancing Power Efficiency in Cloud Computing" @default.
- W4353072056 cites W2807183273 @default.
- W4353072056 cites W2888944632 @default.
- W4353072056 cites W2906206224 @default.
- W4353072056 cites W2906684872 @default.
- W4353072056 cites W2913662467 @default.
- W4353072056 cites W2923036061 @default.
- W4353072056 cites W2981793432 @default.
- W4353072056 cites W3002072570 @default.
- W4353072056 cites W3008115759 @default.
- W4353072056 cites W3011301256 @default.
- W4353072056 cites W3011330593 @default.
- W4353072056 cites W3011916980 @default.
- W4353072056 cites W3013536937 @default.
- W4353072056 cites W3015741553 @default.
- W4353072056 cites W3044011738 @default.
- W4353072056 cites W3059506646 @default.
- W4353072056 cites W3083668579 @default.
- W4353072056 cites W3095109479 @default.
- W4353072056 cites W3122346822 @default.
- W4353072056 cites W3127189239 @default.
- W4353072056 cites W3135843429 @default.
- W4353072056 cites W3164675724 @default.
- W4353072056 cites W3174288156 @default.
- W4353072056 doi "https://doi.org/10.3390/en16062900" @default.
- W4353072056 hasPublicationYear "2023" @default.
- W4353072056 type Work @default.
- W4353072056 citedByCount "1" @default.
- W4353072056 countsByYear W43530720562023 @default.
- W4353072056 crossrefType "journal-article" @default.
- W4353072056 hasAuthorship W4353072056A5011507183 @default.
- W4353072056 hasAuthorship W4353072056A5011786038 @default.
- W4353072056 hasAuthorship W4353072056A5029716547 @default.
- W4353072056 hasAuthorship W4353072056A5051091391 @default.
- W4353072056 hasAuthorship W4353072056A5053637908 @default.
- W4353072056 hasAuthorship W4353072056A5074872855 @default.
- W4353072056 hasAuthorship W4353072056A5089771051 @default.
- W4353072056 hasAuthorship W4353072056A5091542167 @default.
- W4353072056 hasBestOaLocation W43530720561 @default.
- W4353072056 hasConcept C111919701 @default.
- W4353072056 hasConcept C113174947 @default.
- W4353072056 hasConcept C124101348 @default.
- W4353072056 hasConcept C13280743 @default.
- W4353072056 hasConcept C134306372 @default.
- W4353072056 hasConcept C152124472 @default.
- W4353072056 hasConcept C154945302 @default.
- W4353072056 hasConcept C185798385 @default.
- W4353072056 hasConcept C205649164 @default.
- W4353072056 hasConcept C2778476105 @default.
- W4353072056 hasConcept C33923547 @default.
- W4353072056 hasConcept C41008148 @default.
- W4353072056 hasConcept C48044578 @default.
- W4353072056 hasConcept C50644808 @default.
- W4353072056 hasConcept C77088390 @default.
- W4353072056 hasConcept C79974875 @default.
- W4353072056 hasConcept C81363708 @default.
- W4353072056 hasConceptScore W4353072056C111919701 @default.
- W4353072056 hasConceptScore W4353072056C113174947 @default.
- W4353072056 hasConceptScore W4353072056C124101348 @default.
- W4353072056 hasConceptScore W4353072056C13280743 @default.
- W4353072056 hasConceptScore W4353072056C134306372 @default.
- W4353072056 hasConceptScore W4353072056C152124472 @default.
- W4353072056 hasConceptScore W4353072056C154945302 @default.
- W4353072056 hasConceptScore W4353072056C185798385 @default.
- W4353072056 hasConceptScore W4353072056C205649164 @default.
- W4353072056 hasConceptScore W4353072056C2778476105 @default.
- W4353072056 hasConceptScore W4353072056C33923547 @default.
- W4353072056 hasConceptScore W4353072056C41008148 @default.
- W4353072056 hasConceptScore W4353072056C48044578 @default.
- W4353072056 hasConceptScore W4353072056C50644808 @default.
- W4353072056 hasConceptScore W4353072056C77088390 @default.
- W4353072056 hasConceptScore W4353072056C79974875 @default.
- W4353072056 hasConceptScore W4353072056C81363708 @default.
- W4353072056 hasIssue "6" @default.
- W4353072056 hasLocation W43530720561 @default.
- W4353072056 hasOpenAccess W4353072056 @default.
- W4353072056 hasPrimaryLocation W43530720561 @default.
- W4353072056 hasRelatedWork W112744582 @default.
- W4353072056 hasRelatedWork W1980717413 @default.
- W4353072056 hasRelatedWork W2069624560 @default.
- W4353072056 hasRelatedWork W2077896446 @default.
- W4353072056 hasRelatedWork W2547038763 @default.
- W4353072056 hasRelatedWork W2593692294 @default.
- W4353072056 hasRelatedWork W2607929079 @default.
- W4353072056 hasRelatedWork W3117285250 @default.
- W4353072056 hasRelatedWork W4281554341 @default.