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Adaptive Resource Provisioning for the Cloud Using Online Bin Packing

Published: 01 November 2014 Publication History

Abstract

Data center applications present significant opportunities for multiplexing server resources. Virtualization technology makes it easy to move running application across physical machines. In this paper, we present an approach that uses virtualization technology to allocate data center resources dynamically based on application demands and support green computing by optimizing the number of servers actively used. We abstract this as a variant of the relaxed on-line bin packing problem and develop a practical, efficient algorithm that works well in a real system. We adjust the resources available to each VM both within and across physical servers. Extensive simulation and experiment results demonstrate that our system achieves good performance compared to the existing work.

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cover image IEEE Transactions on Computers
IEEE Transactions on Computers  Volume 63, Issue 11
November 2014
261 pages

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IEEE Computer Society

United States

Publication History

Published: 01 November 2014

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Cited By

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  • (2024)On-Chain and Off-Chain Data Management for Blockchain-Internet of Things: A Multi-Agent Deep Reinforcement Learning ApproachJournal of Grid Computing10.1007/s10723-023-09739-x22:1Online publication date: 20-Jan-2024
  • (2024)A hybrid energy-aware algorithm for virtual machine placement in cloud computingComputing10.1007/s00607-024-01280-3106:5(1297-1320)Online publication date: 1-May-2024
  • (2024)Cloud data center cost management using virtual machine consolidation with an improved artificial feeding birds algorithmComputing10.1007/s00607-024-01267-0106:6(1795-1823)Online publication date: 1-Jun-2024
  • (2023)MRLCC: an adaptive cloud task scheduling method based on meta reinforcement learningJournal of Cloud Computing: Advances, Systems and Applications10.1186/s13677-023-00440-812:1Online publication date: 10-May-2023
  • (2023)Performance Analysis of Machine Learning Centered Workload Prediction Models for CloudIEEE Transactions on Parallel and Distributed Systems10.1109/TPDS.2023.324056734:4(1313-1330)Online publication date: 1-Apr-2023
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  • (2021)Solving fully dynamic bin packing problem for virtual machine allocation in the cloud environment by the futuristic greedy algorithmJournal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology10.3233/JIFS-20158140:3(4737-4760)Online publication date: 1-Jan-2021
  • (2021)On the Cluster Admission Problem for Cloud ComputingJournal of Artificial Intelligence Research10.1613/jair.1.1234671(1-40)Online publication date: 10-Sep-2021
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