A Game Based Consolidation Method of Virtual Machines in Cloud Data Centers With Energy and Load Constraints
To reduce energy consumption and balance the resource load of physical machines (PMs) in cloud data centers, we present a game-based consolidation method of virtual machines (VMs) with energy and load (applied load) constraints. First, we test every measured value of the resource load using a t-test...
| Main Authors: | , , , , |
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| Format: | Article |
| Language: | English |
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IEEE
2018-01-01
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| Series: | IEEE Access |
| Subjects: | |
| Online Access: | https://ieeexplore.ieee.org/document/8241372/ |
| _version_ | 1818927953477632000 |
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| author | Liangmin Guo Guiyin Hu Yan Dong Yonglong Luo Ying Zhu |
| author_facet | Liangmin Guo Guiyin Hu Yan Dong Yonglong Luo Ying Zhu |
| author_sort | Liangmin Guo |
| collection | DOAJ |
| description | To reduce energy consumption and balance the resource load of physical machines (PMs) in cloud data centers, we present a game-based consolidation method of virtual machines (VMs) with energy and load (applied load) constraints. First, we test every measured value of the resource load using a t-test to filter outliers. Based on these values, the future resource load is forecast using gray theory. Second, all online PMs are grouped by the number of VMs on them and their future load values. Based on the groupings, a pre-processing algorithm for selecting destination PMs is proposed to determine a set of destination PMs for a VM awaiting migration. Finally, we select the final destination PM for the VM using game-based methods aimed at optimizing overall energy consumption. The experimental results show that our method can reduce energy consumption as well as balance loads without unnecessarily increasing the number of VM migrations. |
| first_indexed | 2024-12-20T03:21:12Z |
| format | Article |
| id | doaj.art-8e0f2dc541dd4259a3b978b4c293761e |
| institution | Directory Open Access Journal |
| issn | 2169-3536 |
| language | English |
| last_indexed | 2024-12-20T03:21:12Z |
| publishDate | 2018-01-01 |
| publisher | IEEE |
| record_format | Article |
| series | IEEE Access |
| spelling | doaj.art-8e0f2dc541dd4259a3b978b4c293761e2022-12-21T19:55:12ZengIEEEIEEE Access2169-35362018-01-0164664467610.1109/ACCESS.2017.27877358241372A Game Based Consolidation Method of Virtual Machines in Cloud Data Centers With Energy and Load ConstraintsLiangmin Guo0https://orcid.org/0000-0003-3402-6391Guiyin Hu1Yan Dong2Yonglong Luo3Ying Zhu4Department of Computer Science and Technology, Anhui Normal University, Wuhu, ChinaDepartment of Computer Science and Technology, Anhui Normal University, Wuhu, ChinaDepartment of Computer Science and Technology, Anhui Normal University, Wuhu, ChinaDepartment of Computer Science and Technology, Anhui Normal University, Wuhu, ChinaDepartment of Computer Science and Technology, Anhui Normal University, Wuhu, ChinaTo reduce energy consumption and balance the resource load of physical machines (PMs) in cloud data centers, we present a game-based consolidation method of virtual machines (VMs) with energy and load (applied load) constraints. First, we test every measured value of the resource load using a t-test to filter outliers. Based on these values, the future resource load is forecast using gray theory. Second, all online PMs are grouped by the number of VMs on them and their future load values. Based on the groupings, a pre-processing algorithm for selecting destination PMs is proposed to determine a set of destination PMs for a VM awaiting migration. Finally, we select the final destination PM for the VM using game-based methods aimed at optimizing overall energy consumption. The experimental results show that our method can reduce energy consumption as well as balance loads without unnecessarily increasing the number of VM migrations.https://ieeexplore.ieee.org/document/8241372/Cloud data centerVM migrationloadenergygame |
| spellingShingle | Liangmin Guo Guiyin Hu Yan Dong Yonglong Luo Ying Zhu A Game Based Consolidation Method of Virtual Machines in Cloud Data Centers With Energy and Load Constraints IEEE Access Cloud data center VM migration load energy game |
| title | A Game Based Consolidation Method of Virtual Machines in Cloud Data Centers With Energy and Load Constraints |
| title_full | A Game Based Consolidation Method of Virtual Machines in Cloud Data Centers With Energy and Load Constraints |
| title_fullStr | A Game Based Consolidation Method of Virtual Machines in Cloud Data Centers With Energy and Load Constraints |
| title_full_unstemmed | A Game Based Consolidation Method of Virtual Machines in Cloud Data Centers With Energy and Load Constraints |
| title_short | A Game Based Consolidation Method of Virtual Machines in Cloud Data Centers With Energy and Load Constraints |
| title_sort | game based consolidation method of virtual machines in cloud data centers with energy and load constraints |
| topic | Cloud data center VM migration load energy game |
| url | https://ieeexplore.ieee.org/document/8241372/ |
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