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undergraduate thesis
Otkrivanje nepravilnosti u raspodijeljenom sustavu za obradu tokova podataka
Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing, 2019. urn:nbn:hr:168:630114
Jakovljev, Sergej
University of Zagreb
Faculty of Electrical Engineering and Computing

Institutional repository: FER Repository

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Jakovljev, S. (2019). Otkrivanje nepravilnosti u raspodijeljenom sustavu za obradu tokova podataka (Undergraduate thesis). Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing. Retrieved from https://urn.nsk.hr/urn:nbn:hr:168:630114

Jakovljev, Sergej. "Otkrivanje nepravilnosti u raspodijeljenom sustavu za obradu tokova podataka." Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2019. https://urn.nsk.hr/urn:nbn:hr:168:630114

Jakovljev, Sergej. "Otkrivanje nepravilnosti u raspodijeljenom sustavu za obradu tokova podataka." Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2019. https://urn.nsk.hr/urn:nbn:hr:168:630114

Jakovljev, S. (2019). 'Otkrivanje nepravilnosti u raspodijeljenom sustavu za obradu tokova podataka', Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, accessed 26 December 2024, https://urn.nsk.hr/urn:nbn:hr:168:630114

Jakovljev S. Otkrivanje nepravilnosti u raspodijeljenom sustavu za obradu tokova podataka [Undergraduate thesis]. Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing; 2019 [cited 2024 December 26] Available at: https://urn.nsk.hr/urn:nbn:hr:168:630114

S. Jakovljev, "Otkrivanje nepravilnosti u raspodijeljenom sustavu za obradu tokova podataka", Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, Zagreb, 2019. Available at: https://urn.nsk.hr/urn:nbn:hr:168:630114

Metadata
TitleOtkrivanje nepravilnosti u raspodijeljenom sustavu za obradu tokova podataka
Title (english)Anomaly Detection in Distributed Data Stream Processing System
AuthorSergej Jakovljev
MentorDejan Škvorc (mentor)
Committee memberDejan Škvorc (predsjednik povjerenstva)
Committee memberAnita Gribl (član povjerenstva)
Committee memberMladen Karan (član povjerenstva)
GranterUniversity of Zagreb
Faculty of Electrical Engineering and Computing
Zagreb
Defense date and country2019-07-12, Croatia
Scientific / art field,
discipline and subdiscipline		TECHNICAL SCIENCES
Computing
Abstract
Uz napredak tehnologije sve ve´ca je zastupljenost raspodijeljenih sustava. Oni nude bolja radna svojstva i nadogradivost od klasicˇnih, ali uvode složenost i med¯uovisnost servisa. Za neometan rad je kljuˇcno osigurati ranu detekciju nepravilnosti u radu. Jedan od naˇcina na koji je to mogu´ce ostvariti je slojevitom arhitekturom baziranom na toku podataka. U ovom završnom radu je korišten sustav Apache Kafka kao tok podataka, za prikupljanje i oboga´civanje podataka te analizu u realnom vremenu pomo´cu sustava Confluent KSQL. Ovakav pristup detekciji nepravilnosti nudi fleksibilnost i otvorenost za nadogradnju kakvu je teško ostvariti s drugim sustavima.
Abstract (english)
As technology is progressing the presence of distributed systems is ever growing. It is not surprising given they offer better performance and scalability than monolithic systems. However, they increase the complexity and interdependence of the services. Therefore to ensure uninterrupted availability it is of utmost importance to ensure early anomaly detection. One of the ways to do it is using the layered architecture based on a message stream. This thesis uses the Apache Kafka platform to collect and enrich the log data which is then queried in real-time using Confluent KSQL engine. This approach offers the flexibility and upgradeability that is hard to achieve using more traditional methods.
Keywords
Keywords (english)
Languagecroatian
URN:NBNurn:nbn:hr:168:630114
Study programmeTitle: Computing
Study programme type: university
Study level: undergraduate
Academic / professional title: sveučilišni/a prvostupnik/ prvostupnica (baccalaureus/baccalaurea) inženjer/inženjerka računarstva (sveučilišni/a prvostupnik/ prvostupnica (baccalaureus/baccalaurea) inženjer/inženjerka računarstva)
Type of resourceText
File originBorn digital
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Created on2020-01-07 18:35:21