Performance Analysis of Distributed Stream Processing Applications Through Colored Petri Nets

Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216224%3A14330%2F16%3A00087802" target="_blank" >RIV/00216224:14330/16:00087802 - isvavai.cz</a>
Result on the web
<a href="http://dx.doi.org/10.1007/978-3-319-29817-7_9" target="_blank" >http://dx.doi.org/10.1007/978-3-319-29817-7_9</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1007/978-3-319-29817-7_9" target="_blank" >10.1007/978-3-319-29817-7_9</a>

Result language
angličtina
Original language name
Performance Analysis of Distributed Stream Processing Applications Through Colored Petri Nets
Original language description
Nowadays, a lot of data are produced every second and they need to be processed immediately. Processing such unbounded streams of data is often run in a distributed environment in order to achieve high throughput. The challenge is the ability to predict the performance-related characteristics of such applications. Knowledge of these properties is essential for decisions about the amount of needed computational resources, how the computations should be spread in the distributed environment, etc. In this paper, we present performance analysis of distributed stream processing applications using Colored Petri Nets (CPNs). We extend our previously proposed model with processing strategies which are used to specify performance effects when multiple tasks are placed on the same resource. We also show a detailed conversion of the whole proposed model to the CPNs. The conversion is validated through simulations of the CPNs which are compared to real streaming applications.
Czech name
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Czech description
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Project
<a href="/en/project/GBP103%2F12%2FG084" target="_blank" >GBP103/12/G084: Center for Large Scale Multi-modal Data Interpretation</a><br>
Continuities
P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)

Publication year
2016
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Article name in the collection
Mathematical and Engineering Methods in Computer Science: 10th International Doctoral Workshop, MEMICS 2015, Telč, Czech Republic, October 23-25, 2015, Revised Selected Papers
ISBN
9783319298160
ISSN
0302-9743
e-ISSN
—
Number of pages
14
Pages from-to
93-106
Publisher name
Springer International Publishing
Place of publication
Basel
Event location
Telč, Česká republika
Event date
Oct 23, 2015
Type of event by nationality
EUR - Evropská akce
UT code for WoS article
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