Monograph - 2022
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Monograph Information
Title
Safety and Reliability of Systems and Processes
Summer Safety and Reliability Seminar 2022
Editors
Kołowrocki Krzysztof, Poland
Bogalecka Magdalena, Poland
Dąbrowska Ewa, Poland
Magryta-Mut Beata, Poland
Publisher
Gdynia Maritime University, 2022
ISBN 978-83-7421-421-6 (printed)
e-ISBN 978-83-7421-422-3 (eBook)
DOI: 10.26408/srsp-2022
Language
English
Licence
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Performance analysis of intelligent agents in complex event processing systems
WALKOWIAK Tomasz 1 
,
MAZURKIEWICZ Jacek 2 ,
SUGIER Jarosław 3 ,
ŚLIWIŃSKI Przemysław 4
1 Wrocław University of Science and Technology, Wrocław, Poland, Tomasz.Walkowiak{at}pwr.edu.pl
2 Wrocław University of Science and Technology, Wrocław, Poland, Jacek.Mazurkiewicz{at}pwr.edu.pl
3 Wrocław University of Science and Technology, Wrocław, Poland, Jaroslaw.Sugier{at}pwr.edu.pl
4 Wrocław University of Science and Technology, Wrocław, Poland, Przemyslaw.Sliwinski{at}pwr.edu.pl
DOI: 10.26408/srsp-2022-14
ABSTRACT: The chapter discusses the performance aspects of intelligent agents in Complex Event Processing (CEP) systems. The contemporary solution for implementing CEP systems is based on available software components (Siddhi) and modern implementation techniques (Kubernetes). However, Siddhi lacks the implementation of modern deep learning algorithms. Hence, the concept of intelligent agent is introduced. A case study with a set of intelligent agents designed to handle real-world events related to environmental data monitoring is presented. The results of the case study discussion indicate a reasonable scale for tuning the Event Processing Element (EPA) topology with correct responses and the required output performance level. These results have important implications for the practical implementation of the EPA structure, i.e., the use of GPUs in CEP systems. Finally, the results of performance analysis of different implementations of intelligent agents are presented and discussed.
KEYWORDS: complex event processing system, intelligent agent, deep learning, performance analysis
To cite this chapter:
Walkowiak T., Mazurkiewicz J., Sugier J., Śliwiński P. 2022. Performance analysis of intelligent agents in complex event processing systems. In K. Kołowrocki et al. (Eds.), Safety and Reliability of Systems and Processes, Summer Safety and Reliability Seminar 2022. Gdynia Maritime University, Gdynia, 195-204, doi:10.26408/srsp-2022-14.
