Quality-based workload scaling for real-time streaming systems

被引:2
作者
Smirnov, Pavel A. [1 ]
Nasonov, Denis [1 ]
机构
[1] ITMO Univ, St Petersburg, Russia
来源
5TH INTERNATIONAL YOUNG SCIENTIST CONFERENCE ON COMPUTATIONAL SCIENCE, YSC 2016 | 2016年 / 101卷
关键词
scaling model; data streaming; elastic workload; quality of service; apache storm; big data;
D O I
10.1016/j.procs.2016.11.038
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
In this paper we propose an idea to scale workload via elastic quality of solution provided by the particular streaming applications. The contribution of this paper consists of quality-based workload scaling model, implementation details for quality assessment mechanism implemented at the top of Apache Storm and experimental evaluation of the proposed model on a synthetic and real-world (medical) examples.
引用
收藏
页码:323 / 332
页数:10
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