Detail projektu

Metody AI pro zabezpečení kybernetického prostoru a řídicí systémy

Období řešení: 01.03.2020 — 28.02.2023

Zdroje financování

Vysoké učení technické v Brně - Vnitřní projekty VUT

- plně financující (2020-01-01 - 2021-12-31)

O projektu

Mnoho odvětví spoléhá na informační technologie, které pomocí analýzy dostupných dat poskytují přesné a aktuální informace. Vzhledem k obrovskému množství a rozmanitosti vstupů dat do analytiky je tradiční přístup zpracování dat nedostatečný. V projektu se zaměříme na aplikaci pokročilých metod strojového učení a umělé inteligence pro zvýšení bezpečnosti a soukromí kyberprostoru a řídicích systémů.

Označení

FIT-S-20-6293

Originální jazyk

čeština

Řešitelé

Matoušek Petr, doc. Ing., Ph.D., M.A. - hlavní řešitel
Bartík Vladimír, Ing., Ph.D. - spoluřešitel
Beníčková Zuzana, Ing. - spoluřešitel
Burget Radek, doc. Ing., Ph.D. - spoluřešitel
Burgetová Ivana, Ing., Ph.D. - spoluřešitel
Dvořák Tomáš, Ing. - spoluřešitel
Grégr Matěj, Ing., Ph.D. - spoluřešitel
Grofčík Peter, Ing. - spoluřešitel
Hon Jiří, Ing., Ph.D. - spoluřešitel
Hranický Radek, Ing., Ph.D. - spoluřešitel
Hruška Tomáš, prof. Ing., CSc. - spoluřešitel
Hynek Jiří, Ing., Ph.D. - spoluřešitel
Imeri Arbnor, M.Eng., MSc - spoluřešitel
Jeřábek Kamil, Ing. - spoluřešitel
Klobučníková Dominika, Ing. - spoluřešitel
Kocman Radim, Ing., Ph.D. - spoluřešitel
Kolář Dušan, doc. Dr. Ing. - spoluřešitel
Koutenský Michal, Ing. - spoluřešitel
Kövári Adam, Mgr. - spoluřešitel
Krajč Patrik, Ing. - spoluřešitel
Kreslíková Jitka, doc. RNDr., CSc. - spoluřešitel
Křivka Zbyněk, Ing., Ph.D. - spoluřešitel
Květoňová Šárka, Ing., Ph.D. - spoluřešitel
Masárová Mária, Ing. - spoluřešitel
Meduna Alexandr, prof. RNDr., CSc. - spoluřešitel
Musil Miloš, Ing., Ph.D. - spoluřešitel
Pastushenko Olena, Ing. - spoluřešitel
Polčák Libor, Ing., Ph.D. - spoluřešitel
Pristaš Ján, Ing. - spoluřešitel
Regéciová Dominika, Ing. - spoluřešitel
Rudnitckaia Julia, Mgr., Ph.D. - spoluřešitel
Rychlý Marek, RNDr., Ph.D. - spoluřešitel
Ryšavý Ondřej, doc. Ing., Ph.D. - spoluřešitel
Škarvada Libor, RNDr. - spoluřešitel
Tomko Martin, Ing. - spoluřešitel
Večeřa Vojtěch, Ing. - spoluřešitel
Veselý Vladimír, Ing., Ph.D. - spoluřešitel
Victor Malombe - spoluřešitel
Vondráček Martin, Ing. - spoluřešitel
Youssef Sawsan, Ing. - spoluřešitel
Zendulka Jaroslav, doc. Ing., CSc. - spoluřešitel
Zobal Lukáš, Ing. - spoluřešitel

Útvary

Ústav informačních systémů
- interní (01.01.2020 - 31.12.2022)
Fakulta informačních technologií
- příjemce (01.01.2020 - 31.12.2022)

Výsledky

HOLKOVIČ, M.; RYŠAVÝ, O. Using Rule-Based Decision Trees for Automatic Passive Diagnostics of the Network Problems. International Journal on Advances in Networks and Services, 2020, vol. 2020, no. 1, p. 1-10. ISSN: 1942-2644.
Detail

HOLKOVIČ, M.; BOHUŠ, M.; RYŠAVÝ, O. Pattern Detection Based Network Diagnostics. In Proceedings of the 17th International Joint Conference on e-Business and Telecommunications. Setubal: SciTePress - Science and Technology Publications, 2020. p. 35-42. ISBN: 978-989-758-445-9.
Detail

HON, J.; BORKO, S.; ŠTOURAČ, J.; PROKOP, Z.; BEDNÁŘ, D.; ZENDULKA, J.; MARTÍNEK, T.; DAMBORSKÝ, J. EnzymeMiner: automated mining of soluble enzymes with diverse structures, catalytic properties and stabilities. Nucleic Acids Research, 2020, vol. 48, no. 1, p. 104-109. ISSN: 1362-4962.
Detail

MUSIL, M.; KHAN, R.; BEIER, A.; ŠTOURAČ, J.; KONEGGER, H.; DAMBORSKÝ, J.; BEDNÁŘ, D. FireProtASR: Web Server for Fully Automated Ancestral Sequence Reconstruction. BRIEFINGS IN BIOINFORMATICS, 2020, vol. 22, no. 4, p. 1-11. ISSN: 1467-5463.
Detail

ŠTOURAČ, J.; DÚBRAVA, J.; MUSIL, M.; HORÁČKOVÁ, J.; MAZURENKO, S.; DAMBORSKÝ, J.; BEDNÁŘ, D. FireProtDB: Database of Manually Curated Protein Stability Data. Nucleic Acids Research, 2020, vol. 49, no. 1, p. 319-324. ISSN: 1362-4962.
Detail

MATOUŠEK, P.; RYŠAVÝ, O.; HAVLENA, V.; GRÉGR, M. Flow based monitoring of ICS communication in the smart grid. Journal of Information Security and Applications, 2020, vol. 2020, no. 54, p. 102535-102535. ISSN: 2214-2126.
Detail

YOUSSEF, S.; RYŠAVÝ, O. Proposed Method for Partial Node Replacement by Software Defined Network. Position Papers of the 2020 Federated Conference on Computer Science and Information Systems. Annals of Computer Science and Information Systems. Warsaw: Polish Information Processing Society, 2020. p. 11-14. ISBN: 978-83-959183-0-8. ISSN: 2300-5963.
Detail

MATOUŠEK, P.; BURGETOVÁ, I.; RYŠAVÝ, O.; VICTOR, M. On Reliability of JA3 Hashes for Fingerprinting Mobile Applications. In Digital Forensics and Cyber Crime. ICDF2C 2020. Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering. Boston: Springer International Publishing, 2021. p. 1-22. ISBN: 978-3-030-68733-5.
Detail

MATOUŠEK, P.; RYŠAVÝ, O. Teaching ICS Security in Blended Classroom Environment. In Proceedings of the 2021 30th Annual Conference of the European Association for Education in Electrical and Information Engineering (EAEEIE). Prague: Czech Technical University, 2021. p. 148-153. ISBN: 978-1-7281-9324-3.
Detail

MATOUŠEK, P.; RYŠAVÝ, O.; POLČÁK, L. Unified SNMP Interface for IoT Monitoring. In Proceedings of the IM 2021 - 2021 IFIP/IEEE International Symposium on Integrated Network Management. Bordeaux: International Federation for Information Processing, 2021. p. 938-943. ISBN: 978-3-903176-32-4.
Detail

KOLÁŘ, D.; MEDUNA, A.; TOMKO, M. Multi-Island Finite Automata and Their Even Computations. Kybernetika, 2022, vol. 57, no. 5, p. 856-877. ISSN: 0023-5954.
Detail

Fully Automated Ancestral Sequence Reconstruction using FireProt-ASR Pipeline. 2020, p. 1-5.
Detail

KHAN, R.; MUSIL, M.; ŠTOURAČ, J.; DAMBORSKÝ, J.; BEDNÁŘ, D. Fully Automated Ancestral Sequence Reconstruction using FireProtASR. Current Protocols in Bioinformatics, 2021, vol. 1, no. 2, p. 1-5. ISSN: 1934-3396.
Detail

HON, J.; MARUŠIAK, M.; MARTÍNEK, T.; KUNKA, A.; ZENDULKA, J.; BEDNÁŘ, D.; DAMBORSKÝ, J. SoluProt: prediction of soluble protein expression in Escherichia coli. BIOINFORMATICS, 2021, vol. 37, no. 1, p. 23-28. ISSN: 1367-4803.
Detail

HRANICKÝ, R. Forenzní analýza šifrovaných dat. DSM Data Security Management, 2020, roč. 2020, č. 4, s. 14-18. ISSN: 1211-8737.
Detail

MATOUŠEK, P.; BURGETOVÁ, I.; VICTOR, M. Mobile Device Fingerprinting. FIT-TR-2020-05, Brno: 2020. p. 0-0.
Detail

VICTOR, M. PC Browser and Android Applications Fingerprinting. Brno: 2020. p. 0-0.
Detail

WACHIURI, S. Security Analysis of the GOOSE Communication Protocol Using Statistical Profiling. Brno: 2020. p. 0-0.
Detail

MUTUA, N. Application of Approximate Matching on Industrial Control System (ICS) Network Communication Using Ssdeep Algorithm. Brno: 2020. p. 0-0.
Detail

HAVLENA, V.; HOLÍK, L.; MATOUŠEK, P. Learning Probabilistic Automata in the Context of IEC 104. IT-TR-2020-01, Brno: Faculty of Information Technology BUT, 2020. p. 0-0.
Detail

OLIVEIRA, W.; PASTUSHENKO, O.; RODRIGUES, L.; TODA, A.; PALOMINO, P.; HAMARI, J.; ISOTANI, S. Does gamification affect flow experience? A systematic literature review. In GamiFIN Conference 2021. GamiFIN Conference 2021. Tampere: Association for Computing Machinery, 2021. p. 110-119. ISBN: 979-000-000-6.
Detail

PLANAS-IGLESIAS, J.; PINTO, G.; MARQUES, S.; MUSIL, M.; DAMBORSKÝ, J.; ŠTOURAČ, J.; BEDNÁŘ, D. Computational design of enzymes for biotechnological applications. BIOTECHNOLOGY ADVANCES, 2021, vol. 47, no. 1, p. 1-22. ISSN: 0734-9750.
Detail

MATOUŠEK, P.; KRAJČ, P. Monitoring of IoT Devices Using SNMP. IT-TR-2020-10, Brno: Faculty of Information Technology BUT, 2021. p. 0-0.
Detail

MATOUŠEK, P.; PRISTAŠ, J.; MASÁROVÁ, M. Simulation of Industrial Processes using I/O Factory and UniPi. IT-TR-2020-09, Brno: Faculty of Information Technology BUT, 2021. p. 0-0.
Detail

REGÉCIOVÁ, D.; KOLÁŘ, D.; MILKOVIČ, M. Pattern Matching in YARA: Improved Aho-Corasick Algorithm. IEEE Access, 2021, vol. 9, no. 1, p. 62857-62866. ISSN: 2169-3536.
Detail

BURGETOVÁ, I.; MATOUŠEK, P.; MUTUA, N. Statistical Methods for Anomaly Detection in Industrial Communication. IT-TR-2021-01, Brno: Faculty of Information Technology BUT, 2021. p. 0-0.
Detail

POLČÁK, L. CVE-2021-34571, CVE-2021-34572, CVE-2021-34573, CVE-2021-34576. Frankfurt am Main: 2021. p. 0-0.
Detail

HRANICKÝ, R.; BREITINGER, F.; RYŠAVÝ, O.; SHEPPARD, J.; SCHAEDLER, F.; MORGENSTERN, H.; MALIK, S. What do incident response practitioners need to know? A skillmap for the years ahead. Forensic Science International: Digital Investigation, 2021, vol. 37, no. 2, p. 23-34. ISSN: 2666-2825.
Detail

MATOUŠEK, P.; GROFČÍK, P. ICS Virtual Testbed. FIT-TR-2021-02, Brno: Faculty of Information Technology BUT, 2021. p. 0-0.
Detail

KÖVÁRI, A.; KŘIVKA, Z.; MEDUNA, A. Evaluating Yona Language. In INTERNATIONAL CONFERENCES ON WWW/INTERNET 2021 AND APPLIED COMPUTING 2021. Lisabon: International Association for Development of the Information Society, 2021. p. 101-108. ISBN: 978-989-8704-34-4.
Detail

MUTUA, N.; MATOUŠEK, P. Outlier Detection in Smart Grid Communication. Fast Abstracts and Student Forum Proceedings, 17th European Dependable Computing Conference. Munich: 2021. p. 1-4.
Detail

HOLKOVIČ, M.; BOHUŠ, M.; RYŠAVÝ, O. Network Problem Diagnostics using Typographic Error Correction. In Proceedings of the 17th International Conference on Network Service Management (CNSM 2021). Izmir: Institute of Electrical and Electronics Engineers, 2021. p. 482-490. ISBN: 978-3-903176-36-2.
Detail

MATOUŠEK, P. Bezpečnostní rizika IoT. Brno: 2021. s. 1-12.
Detail

VESELÝ, V.; ZAVŘEL, J. Enhanced Interior Gateway Routing Protocol. Budapešť: 2020. p. 0-17.
Detail

VESELÝ, V.; ZAVŘEL, J. Quality Control Methodology for Simulation Models of Computer Network Protocols. Proceedings of 8th Virutal OMNeT++ Community Summit. Ithaca, NY: Cornell University Library, 2021. p. 1-19. ISSN: 2331-8422.
Detail

RUDNITCKAIA, J.; VENKATASCHALAM, H.; ESSMANN, R.; HRUŠKA, T.; COLOMBO, A. Screening Process Mining and Value Stream Techniques on Industrial Manufacturing Processes: Process Modelling and Bottleneck Analysis. IEEE Access, 2022, vol. 2022, no. 10, p. 24203-24214. ISSN: 2169-3536.
Detail

OLIVEIRA, W.; ISOTANI, S.; PASTUSHENKO, O.; HAMARI, J.; HRUŠKA, T. Modeling students' flow experience through data logs in gamified educational systems. In Proceedings - IEEE 21st International Conference on Advanced Learning Technologies, ICALT 2021. online: IEEE Communications Society, 2021. p. 97-101. ISBN: 978-1-6654-4106-3.
Detail

POLČÁK, L.; MATOUŠEK, P. Metering Homes: Do Energy Efficiency and Privacy Need to be in Conflict?. In Proceedings of the 19th International Conference on Security and Cryptography. Lisabon: SciTePress - Science and Technology Publications, 2022. p. 47-58. ISBN: 978-989-758-590-6.
Detail

JEŘÁBEK, K.; RYŠAVÝ, O.; BURGETOVÁ, I. Measurement and characterization of DNS over HTTPS traffic. 2022, vol. 2022, no. 2204, p. 1-27. ISSN: 2331-8422.
Detail

ZÁMOCKÝ, M.; MUSIL, M.; BANCHENKO, M.; FERIANC, P.; CHOVANOVÁ, K.; BARÁTH, P.; POLJOVKA, A.; BEDNÁŘ, D. Deep Insights into the Specific Evolution of Fungal Hybrid B Heme Peroxidases. Biology, 2022, vol. 11, no. 3, p. 1-18. ISSN: 2079-7737.
Detail

JEŘÁBEK, K.; HYNEK, K.; ČEJKA, T.; RYŠAVÝ, O. Collection of Datasets with DNS over HTTPS Traffic. Data in Brief (Online), 2022, vol. 2022, no. 42, p. 1-13. ISSN: 2352-3409.
Detail

OLIVEIRA, W.; TENORIO, K.; HAMARI, J.; PASTUSHENKO, O.; ISOTANI, S. Predicting students' flow experience through behavior data in gamified educational systems. Smart Learning Environments, 2021, vol. 8, no. 1, p. 1-18. ISSN: 2196-7091.
Detail

HAMMER, J.; KŘIVKA, Z. Practical Aspects of Membership Problem of Watson-Crick Context-free Grammars. In Proceedings 12th International Workshop on Non-Classical Models of Automata and Applications. Electronic Proceedings in Theoretical Computer Science, EPTCS. Debrecen: School of Computer Science and Engineering, University of New South Wales, 2022. p. 88-111. ISSN: 2075-2180.
Detail

KLOBUČNÍKOVÁ, D.; KŘIVKA, Z.; MEDUNA, A. Conclusive Tree-Controlled Grammars. In Proceedings 12th International Workshop on Non-Classical Models of Automata and Applications. Electronic Proceedings in Theoretical Computer Science, EPTCS. Debrecen: School of Computer Science and Engineering, University of New South Wales, 2022. p. 112-125. ISSN: 2075-2180.
Detail

POLČÁK, L. Responsible And Safe Home Metering: How to Design A Privacy-Friendly Metering System?. In Information Security and Privacy in Smart Devices: Tools, Methods, and Applications. Information Security and Privacy in Smart Devices: Tools, Methods, and Applications. Hershey, PA: IGI Global, 2023. p. 1-40. ISBN: 978-1-6684-5991-1.
Detail

MUSIL, M.; JEŽÍK, A.; HAMŠÍKOVÁ, M.; ŠTOURAČ, J.; GALGONEK, J.; EYRILMEZ, S.; VONDRÁŠEK, J.; DAMBORSKÝ, J.; BEDNÁŘ, D. Fully automated virtual screening pipeline of FDA-approved drugs using Caver Web. Computational and Structural Biotechnology Journal, 2022, vol. 20, no. 1, p. 6512-6518. ISSN: 2001-0370.
Detail

VELECKÝ, J.; HAMŠÍKOVÁ, M.; ŠTOURAČ, J.; MUSIL, M.; DAMBORSKÝ, J.; BEDNÁŘ, D.; MAZURENKO, S. SoluProtMutDB: A manually curated database of protein solubility changes upon mutations. Computational and Structural Biotechnology Journal, 2022, vol. 20, no. 1, p. 6339-6347. ISSN: 2001-0370.
Detail

VONDRÁČEK, M.; BAGGILI, I.; CASEY, P.; MEKNI, M. Rise of the Metaverse's Immersive Virtual Reality Malware and the Man-in-the-Room Attack & Defenses. COMPUTERS & SECURITY, 2023, vol. 127, no. 1, p. 1-13. ISSN: 0167-4048.
Detail

BORKO, S.; HON, J.; BEDNÁŘ, D.; DAMBORSKÝ, J.; MARTÍNEK, T.; PROKOP, Z.; ŠTOURAČ, J.; ZENDULKA, J.: EnzymeMiner; EnzymeMiner: automated mining of soluble enzymes with diverse structures, catalytic properties and stabilities. https://loschmidt.chemi.muni.cz/enzymeminer/. URL: https://loschmidt.chemi.muni.cz/enzymeminer/. (software)
Detail

MALÝ, V.; HYNEK, J.: geovisto-hierarchy; Geovisto: Hierarchy Tool. Github: https://github.com/geovisto/geovisto-hierarchy npm: https://www.npmjs.com/package/geovisto-hierarchy. URL: https://www.fit.vut.cz/research/product/767/. (software)
Detail

SLÁMOVÁ, H.: CSD-Dataset; Dataset of smart devices communication. Datová sada je ke stažení na: https://ieee-dataport.org/documents/communication-smart-devices-0. URL: https://www.fit.vut.cz/research/product/690/. (software)
Detail

ŠTOURAČ, J.; DÚBRAVA, J.; MUSIL, M.; HORÁČKOVÁ, J.; BEDNÁŘ, D.; DAMBORSKÝ, J.; MAZURENKO, S.: FireProtDB; FireProtDB. Databáze je zdarma dostupná na https://loschmidt.chemi.muni.cz/fireprotdb.. URL: https://www.fit.vut.cz/research/product/662/. (software)
Detail

BURGET, R.: OwlDocGen; OwlDocGen ontology documentation generator. https://github.com/radkovo/OwlDocGen. URL: https://github.com/radkovo/OwlDocGen. (software)
Detail

JEŘÁBEK, K.; STUCHLÝ, S.: DoH-dataset; DNS over HTTPS network traffic dataset. Datová sada je ke stažení na: https://ieee-dataport.org/documents/dns-over-https-network-traffic. URL: https://www.fit.vut.cz/research/product/696/. (software)
Detail

HRANICKÝ, R.; POLČÁK, L.: SensorAPI-JSR-Wrappers; Anti-fingerprinting Generic Sensor API Wrappers for JSRestrictor. https://github.com/ihranicky/jsrestrictor. URL: https://github.com/ihranicky/jsrestrictor. (software)
Detail

BEDNÁŘ, M.; SCHAUER, M.: WebCrawler; Analyzer of JavaScript calls on web pages. https://polcak.github.io/jsrestrictor-dev/blogarticles/crawling_results.html. URL: https://polcak.github.io/jsrestrictor-dev/blogarticles/crawling_results.html. (software)
Detail

MATOUŠEK, P.; RYŠAVÝ, O.: FACTORY20; MODBUS Dataset for ICS Anomaly Detection. Datová sada je ke stažení na: https://ieee-dataport.org/documents/modbus-dataset-ics-anomaly-detection. URL: https://www.fit.vut.cz/research/product/707/. (software)
Detail

BURGET, R.: FitLayoutWebClient; FitLayout Web Client. https://github.com/FitLayout/PageView. URL: https://github.com/FitLayout/PageView. (software)
Detail

MATOUŠEK, P.; RYŠAVÝ, O.; GROFČÍK, P.: ICS-dataset; ICS Dataset for Smart Grid Anomaly Detection. Datová sada je k dispozici na https://ieee-dataport.org/documents/ics-dataset-smart-grid-anomaly-detection.. URL: https://www.fit.vut.cz/research/product/714/. (software)
Detail

HON, J.; MARUŠIAK, M.; MARTÍNEK, T.; KUNKA, A.; ZENDULKA, J.; BEDNÁŘ, D.; DAMBORSKÝ, J.: SoluProt; SoluProt: prediction of soluble protein expression in Escherichia coli. https://loschmidt.chemi.muni.cz/soluprot/. URL: https://loschmidt.chemi.muni.cz/soluprot/. (software)
Detail

VESELÝ, V.; ZAVŘEL, J.: INET 4: BGP. Integrováno do INET 4 frameworku, viz https://github.com/inet-framework/inet/pull/. URL: https://www.fit.vut.cz/research/product/725/. (software)
Detail

HRANICKÝ, R.; POLIŠENSKÝ, J.; HORÁK, A.: DomainRadar; DomainRadar - Detector of Malicious Domains (prototype). Aplikace je ke stažení v přiložených souborech.. URL: https://www.fit.vut.cz/research/product/742/. (software)
Detail

BURGET, R.: FitLayoutPDF; PDF Renderer for FitLayout. https://github.com/FitLayout/FitLayout/tree/main/fitlayout-render-pdf. URL: https://github.com/FitLayout/FitLayout/tree/main/fitlayout-render-pdf. (software)
Detail

VELECKÝ, J.; HAMŠÍKOVÁ, M.; ŠTOURAČ, J.; MUSIL, M.; DAMBORSKÝ, J.; BEDNÁŘ, D.; MAZURENKO, S.: SoluProtMutDB; SoluProtMutDB. Databáze je zdarma dostupná na https://loschmidt.chemi.muni.cz/soluprotmutdb/.. URL: https://www.fit.vut.cz/research/product/764/. (software)
Detail

VESELÝ, V.; ZAVŘEL, J.: INET 4: EIGRP; INET 4: EIGRP. Integrováno do INET 4 frameworku, viz https://github.com/inet-framework/inet/pull/570. URL: https://www.fit.vut.cz/research/product/684/. (software)
Detail