Reliability-Aware : Task Scheduling in Cloud Computing Using Multi-Agent Reinforcement Learning Algorithm and Neural Fitted Q
Joint Authors
Balla, Husamelddin
Sheng, Chen
Weipeng, Jing
Source
The International Arab Journal of Information Technology
Issue
Vol. 18, Issue 1 (31 Jan. 2021), pp.36-47, 12 p.
Publisher
Zarqa University Deanship of Scientific Research
Publication Date
2021-01-31
Country of Publication
Jordan
No. of Pages
12
Main Subjects
Information Technology and Computer Science
Abstract EN
Cloud computing becomes the basic alternative platform for the most users application in the recent years.
The complexity increasing in cloud environment due to the continuous development of resources and applications needs a concentrated integrated fault tolerance approach to provide the quality of service.
Focusing on reliability enhancement in an environment with dynamic changes such as cloud environment, we developed a multi-agent scheduler using Reinforcement Learning (RL) algorithm and Neural Fitted Q (NFQ) to effectively schedule the user requests.
Our approach considers the queue buffer size for each resource by implementing the queue theory to design a queue model in a way that each scheduler agent has its own queue which receives the user requests from the global queue.
A central learning agent responsible of learning the output of the scheduler agents and direct those scheduler agents through the feedback claimed from the previous step.
The dynamicity problem in cloud environment is managed in our system by employing neural network which supports the reinforcement learning algorithm through a specified function.
The numerical result demonstrated an efficiency of our proposed approach and enhanced the reliability.
American Psychological Association (APA)
Balla, Husamelddin& Sheng, Chen& Weipeng, Jing. 2021. Reliability-Aware : Task Scheduling in Cloud Computing Using Multi-Agent Reinforcement Learning Algorithm and Neural Fitted Q. The International Arab Journal of Information Technology،Vol. 18, no. 1, pp.36-47.
https://search.emarefa.net/detail/BIM-1430924
Modern Language Association (MLA)
Balla, Husamelddin…[et al.]. Reliability-Aware : Task Scheduling in Cloud Computing Using Multi-Agent Reinforcement Learning Algorithm and Neural Fitted Q. The International Arab Journal of Information Technology Vol. 18, no. 1 (Jan. 2021), pp.36-47.
https://search.emarefa.net/detail/BIM-1430924
American Medical Association (AMA)
Balla, Husamelddin& Sheng, Chen& Weipeng, Jing. Reliability-Aware : Task Scheduling in Cloud Computing Using Multi-Agent Reinforcement Learning Algorithm and Neural Fitted Q. The International Arab Journal of Information Technology. 2021. Vol. 18, no. 1, pp.36-47.
https://search.emarefa.net/detail/BIM-1430924
Data Type
Journal Articles
Language
English
Notes
Text in English ; abstracts in .
Record ID
BIM-1430924