Pec: Proactive Elastic Collaborative Resource Scheduling in Data Stream Processing

In the Distributed Parallel Stream Processing Systems (DPSPS), elastic resource allocation allows applications to dynamically response to workload fluctuations. However, resource provisioning can be particularly challenging, due to the unpredictability of the workload. In addition, unlike CPU resour...

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Veröffentlicht in:	IEEE transactions on parallel and distributed systems 2019-07, Vol.30 (7), p.1628-1642
Hauptverfasser:	Wei, Xiaohui, Li, Lina, Li, Xiang, Wang, Xingwang, Gao, Shang, Li, Hongliang
Format:	Artikel
Sprache:	eng
Schlagworte:	Bandwidth Collaboration Communication Computer simulation Data stream processing Data transmission Dynamic scheduling elastic resource allocation Energy consumption Energy costs Estimation Load modeling Low level Placement Predictive models proactive strategy Provisioning Resource allocation Resource management Resource scheduling stable reconfiguration Variation Workload workload prediction Workloads
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