Look Ahead Distributed Planning For Application Management In Cloud

被引:3
|
作者
Zaker, Farzin [1 ]
Litoiu, Marin [1 ]
Shtern, Mark [1 ]
机构
[1] York Univ, Lassonde Sch Engn, Toronto, ON, Canada
关键词
Distributed Planning; Autonomic Systems; Cloud Resource Management; Machine Learning; Self-Testing;
D O I
10.23919/cnsm46954.2019.9012693
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, we propose and implement a distributed autonomic manager to maintain service level agreements (SLA) for each application' scenario. The proposed autonomic manager seeks to support SLAs by configuring bandwidth ratios for each application scenario using overlay network before provisioning more computing resources. The most important aspect of the proposed autonomic manager is scalability which allows us to deal with geographically distributed cloud-based applications and large volume of computation. This can be useful in look ahead optimization and when using complex models, such as machine learning. Through experiments on Amazon AWS cloud, we demonstrate the elasticity of the autonomic manager.
引用
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页数:7
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