Reinforcement learning based autonomic virtual machine management in clouds
This conference paper was published in the IEEE Xplore [ © 2016 IEEE] and the definite version is available at : http://doi.org/10.1109/ICIEV.2016.7760166 The Journal's website is at: http://ieeexplore.ieee.org/document/7760166/
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© 2016 IEEE
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| On-line přístup: | http://hdl.handle.net/10361/9532 http://doi.org/10.1109/ICIEV.2016.7760166 |
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10361-95322022-01-27T03:12:51Z Reinforcement learning based autonomic virtual machine management in clouds Habib, Arafat Khan, Muhidulislam Department of Computer Science and Engineering, BRAC University Cloud computing Markov decision process Reinforcement learning Virtual machines This conference paper was published in the IEEE Xplore [ © 2016 IEEE] and the definite version is available at : http://doi.org/10.1109/ICIEV.2016.7760166 The Journal's website is at: http://ieeexplore.ieee.org/document/7760166/ Cloud computing is a rapidly emerging field, services and applications are more or less 24/7. Resource dimensioning in this field is a great issue. Research is already going on to imply reinforcement learning to automate decision making process in case of addition, reduction, migration and maintenance of the Virtual Machines (VM) to balance the service level performance and VM management cost. Models have been proposed in this case based on Q-learning, a very popular reinforcement learning technique that is used to find optimal action selection policy for any finite Markov Decision Process (MDP). In this paper we propose to work with the challenges like proper initialization of the early stages, designing the states, actions, transitions using Markov Decision Process (MDP) and solving the MDP with two popular reinforcement learning techniques, Q-learning and SARSA(Λ). Published 2018-02-20T08:37:04Z 2018-02-20T08:37:04Z 11/28/2016 Conference paper Habib, A., & Khan, M. I. (2016). Reinforcement learning based autonomic virtual machine management in clouds. Paper presented at the 2016 5th International Conference on Informatics, Electronics and Vision, ICIEV 2016, 1083-1088. 10.1109/ICIEV.2016.7760166 978-150901269-5 http://hdl.handle.net/10361/9532 http://doi.org/10.1109/ICIEV.2016.7760166 en http://ieeexplore.ieee.org/document/7760166/ © 2016 IEEE |
| institution |
Brac University |
| collection |
Institutional Repository |
| language |
English |
| topic |
Cloud computing Markov decision process Reinforcement learning Virtual machines |
| spellingShingle |
Cloud computing Markov decision process Reinforcement learning Virtual machines Habib, Arafat Khan, Muhidulislam Reinforcement learning based autonomic virtual machine management in clouds |
| description |
This conference paper was published in the IEEE Xplore [ © 2016 IEEE] and the definite version is available at : http://doi.org/10.1109/ICIEV.2016.7760166 The Journal's website is at: http://ieeexplore.ieee.org/document/7760166/ |
| author2 |
Department of Computer Science and Engineering, BRAC University |
| author_facet |
Department of Computer Science and Engineering, BRAC University Habib, Arafat Khan, Muhidulislam |
| format |
Conference paper |
| author |
Habib, Arafat Khan, Muhidulislam |
| author_sort |
Habib, Arafat |
| title |
Reinforcement learning based autonomic virtual machine management in clouds |
| title_short |
Reinforcement learning based autonomic virtual machine management in clouds |
| title_full |
Reinforcement learning based autonomic virtual machine management in clouds |
| title_fullStr |
Reinforcement learning based autonomic virtual machine management in clouds |
| title_full_unstemmed |
Reinforcement learning based autonomic virtual machine management in clouds |
| title_sort |
reinforcement learning based autonomic virtual machine management in clouds |
| publisher |
© 2016 IEEE |
| publishDate |
2018 |
| url |
http://hdl.handle.net/10361/9532 http://doi.org/10.1109/ICIEV.2016.7760166 |
| work_keys_str_mv |
AT habibarafat reinforcementlearningbasedautonomicvirtualmachinemanagementinclouds AT khanmuhidulislam reinforcementlearningbasedautonomicvirtualmachinemanagementinclouds |
| _version_ |
1814307708068691968 |