Model for Performance Analysis of Distributed Stream Processing Applications
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216224%3A14330%2F15%3A00081009" target="_blank" >RIV/00216224:14330/15:00081009 - isvavai.cz</a>
Result on the web
<a href="http://dx.doi.org/10.1007/978-3-319-22852-5_42" target="_blank" >http://dx.doi.org/10.1007/978-3-319-22852-5_42</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1007/978-3-319-22852-5_42" target="_blank" >10.1007/978-3-319-22852-5_42</a>
Alternative languages
Result language
angličtina
Original language name
Model for Performance Analysis of Distributed Stream Processing Applications
Original language description
Nowadays, a lot of data is produced every second and it needs to be processed immediately. Processing such unbounded streams of data is often applied in a distributed environment in order to achieve high throughput. There is a challenge 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 propose a model to represent such streaming applications with the respect to their performance related properties. We present a conversion of the model to Colored Petri Nets (CPNs) which is used for performance analysis of the original application. The behavior of the proposed model and its conversion to the CPNs is validated through experiments. Our prediction was able to achieve nearly 100 % precise maximum delays of real stream processing applications.
Czech name
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Czech description
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Classification
Type
D - Article in proceedings
CEP classification
IN - Informatics
OECD FORD branch
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Result continuities
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)<br>S - Specificky vyzkum na vysokych skolach
Others
Publication year
2015
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Article name in the collection
Database and Expert Systems Applications
ISBN
9783319228518
ISSN
0302-9743
e-ISSN
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Number of pages
14
Pages from-to
520-533
Publisher name
Springer International Publishing
Place of publication
Cham
Event location
Valencia, Spain
Event date
Sep 1, 2015
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
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