Scheduling Decisions in Stream Processing on Heterogeneous Clusters

Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216305%3A26230%2F14%3APU111957" target="_blank" >RIV/00216305:26230/14:PU111957 - isvavai.cz</a>
Result on the web
<a href="http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=6915583" target="_blank" >http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=6915583</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1109/CISIS.2014.94" target="_blank" >10.1109/CISIS.2014.94</a>

Result language
angličtina
Original language name
Scheduling Decisions in Stream Processing on Heterogeneous Clusters
Original language description
Stream processing is a paradigm evolving in response to well-known limitations of widely adopted MapReduce paradigm for big data processing, a hot topic of today's computer world. Moreover, in the field of computation facilities, heterogeneity of data processing clusters, intended or unintended, is starting to be relatively common. This paper deals with scheduling problems and decisions in stream processing on heterogeneous clusters. It brings an overview of current state of the art of stream processingon heterogeneous clusters with focus on resource allocation and scheduling. Basic scheduling decisions are discussed and demonstrated on naive scheduling of a sample application. The paper presents a proposal of a novel scheduler for stream processing frameworks on heterogeneous clusters, which employs design-time knowledge as well as benchmarking techniques to achieve optimal resource-aware deployment of applications over the clusters and eventually better overall utilization of the cl
Czech name
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Czech description
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Project
<a href="/en/project/ED1.1.00%2F02.0070" target="_blank" >ED1.1.00/02.0070: IT4Innovations Centre of Excellence</a><br>
Continuities
P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)<br>S - Specificky vyzkum na vysokych skolach

Publication year
2014
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Article name in the collection
2014 Eighth International Conference on Complex, Intelligent and Software Intensive Systems
ISBN
978-1-4799-4325-8
ISSN
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e-ISSN
—
Number of pages
6
Pages from-to
614-619
Publisher name
IEEE Computer Society
Place of publication
Birmingham
Event location
Birmingham City University, Birmingham
Event date
Jul 2, 2014
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
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