Project Details

Metody AI pro zabezpečení kybernetického prostoru a řídicí systémy

Project Period: 23. 3. 2020 - 31. 12. 2022

Project Type: grant

Code: FIT-S-20-6293

Agency: Brno University of Technology

Program: Vnitřní projekty VUT

English title
Application of AI methods to cyber security and control systems
Type
grant
Keywords

artificial intelligence, cyber security, machine learning, anomaly detection, control systems, network communication

Abstract

The project focuses on tools and methods for increasing security of cyber space and control systems using AI, machine learning and big data analysis. In specific areas we will study various methods for data processing and analysis, data mining, data sharing and autonomous decision. The approach will be applied on domain of cyber security and network communication where we aim to propose and implement new techniques for detection and analysis of cyber threats.

Team members
Matoušek Petr, doc. Ing., Ph.D., M.A. (UIFS FIT VUT) , research leader
Bartík Vladimír, Ing., Ph.D. (UIFS FIT VUT) , team leader
Burget Radek, doc. Ing., Ph.D. (UIFS FIT VUT) , team leader
Burgetová Ivana, Ing., Ph.D. (UIFS FIT VUT) , team leader
Grégr Matěj, Ing., Ph.D. (UIFS FIT VUT) , team leader
Hruška Tomáš, prof. Ing., CSc. (UIFS FIT VUT) , team leader
Hynek Jiří, Ing., Ph.D. (UIFS FIT VUT) , team leader
Kolář Dušan, doc. Dr. Ing. (UIFS FIT VUT) , team leader
Kreslíková Jitka, doc. RNDr., CSc. (UIFS FIT VUT) , team leader
Křivka Zbyněk, Ing., Ph.D. (UIFS FIT VUT) , team leader
Květoňová Šárka, Ing., Ph.D. (UIFS FIT VUT) , team leader
Martínek Tomáš, doc. Ing., Ph.D. (UPSY FIT VUT) , team leader
Meduna Alexander, prof. RNDr., CSc. (UIFS FIT VUT) , team leader
Polčák Libor, Ing., Ph.D. (UIFS FIT VUT) , team leader
Rychlý Marek, RNDr., Ph.D. (UIFS FIT VUT) , team leader
Ryšavý Ondřej, doc. Ing., Ph.D. (UIFS FIT VUT) , team leader
Veselý Vladimír, Ing., Ph.D. (UIFS FIT VUT) , team leader
Zendulka Jaroslav, doc. Ing., CSc. (UIFS FIT VUT) , team leader
Beníčková Zuzana, Ing. (UIFS FIT VUT)
Dvořák Tomáš, Ing. (UIFS FIT VUT)
Grofčík Peter, Ing. (FIT VUT)
Hon Jiří, Ing., Ph.D. (UIFS FIT VUT)
Hranický Radek, Ing., Ph.D. (UIFS FIT VUT)
Imeri Arbnor, M.Eng. (UIFS FIT VUT)
Jeřábek Kamil, Ing. (UIFS FIT VUT)
Klobučníková Dominika, Ing. (UIFS FIT VUT)
Kocman Radim, Ing., Ph.D. (CVT FIT VUT)
Koutenský Michal, Ing. (UIFS FIT VUT)
Kövári Adam, Mgr. (UIFS FIT VUT)
Krajč Patrik, Ing. (FIT VUT)
Masárová Mária, Ing. (FIT VUT)
Musil Miloš, Ing., Ph.D. (UIFS FIT VUT)
Mutua Nelson Makau, MSc. (UIFS FIT VUT)
Pastushenko Olena, Ing. (UIFS FIT VUT)
Pristaš Ján, Ing. (FIT VUT)
Regéciová Dominika, Ing. (UIFS FIT VUT)
Rudnitckaia Julia, Mgr., Ph.D. (UIFS FIT VUT)
Škarvada Libor, RNDr. (UIFS FIT VUT)
Tomko Martin, Ing. (UIFS FIT VUT)
Večeřa Vojtěch, Ing. (UIFS FIT VUT)
Victor Malombe (FIT VUT)
Vondráček Martin, Ing. (UIFS FIT VUT)
Youssef Sawsan, Ing. (UIFS FIT VUT)
Zobal Lukáš, Ing. (UIFS FIT VUT)
Publications

2023

  • PASTUSHENKO Olena and PASSMORE J. Cale. Play and Resistance: Intersecting Identities and Implicit Biases in Gamified Educational Tools. In: Extended Abstracts of the 2023 CHI Conference on Human Factors in Computing Systems. Hamburg: Association for Computing Machinery, 2023, pp. 1-7. ISBN 978-1-4503-9422-2. Detail
  • POLČÁK Libor. Responsible And Safe Home Metering: How to Design A Privacy-Friendly Metering System?. 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, pp. 1-40. ISBN 978-1-6684-5991-1. Detail
  • VONDRÁČEK Martin, BAGGILI Ibrahim, CASEY Peter and MEKNI Mehdi. Rise of the Metaverse's Immersive Virtual Reality Malware and the Man-in-the-Room Attack & Defenses. Computers and Security, vol. 127, no. 1, 2023, pp. 1-13. ISSN 0167-4048. Detail

2022

  • JEŘÁBEK Kamil, HYNEK Karel, ČEJKA Tomáš and RYŠAVÝ Ondřej. Collection of Datasets with DNS over HTTPS Traffic. Data in Brief, vol. 2022, no. 42, pp. 1-13. ISSN 2352-3409. Detail
  • KLOBUČNÍKOVÁ Dominika, KŘIVKA Zbyněk and MEDUNA Alexander. Conclusive Tree-Controlled Grammars. In: Proceedings 12th International Workshop on Non-Classical Models of Automata and Applications . Debrecen: School of Computer Science and Engineering, University of New South Wales, 2022, pp. 112-125. ISSN 2075-2180. Detail
  • ZÁMOCKÝ Marcel, MUSIL Miloš, BANCHENKO Maksym, FERIANC Peter, CHOVANOVÁ Katarína, BARÁTH Peter, POLJOVKA Andrej and BEDNÁŘ David. Deep Insights into the Specific Evolution of Fungal Hybrid B Heme Peroxidases. Biology, vol. 11, no. 3, 2022, pp. 1-18. ISSN 2079-7737. Detail
  • MUSIL Miloš, JEŽÍK Andrej, HAMŠÍKOVÁ Marie, ŠTOURAČ Jan, GALGONEK Jakub, EYRILMEZ Saltuk Mustafa, VONDRÁŠEK Jiří, DAMBORSKÝ Jiří and BEDNÁŘ David. Fully automated virtual screening pipeline of FDA-approved drugs using Caver Web. Computational and Structural Biotechnology Journal, vol. 20, no. 1, 2022, pp. 6512-6518. ISSN 2001-0370. Detail
  • JEŘÁBEK Kamil, RYŠAVÝ Ondřej and BURGETOVÁ Ivana. Measurement and characterization of DNS over HTTPS traffic. arXiv.org, vol. 2022, no. 2204, pp. 1-27. ISSN 2331-8422. Detail
  • POLČÁK Libor and MATOUŠEK Petr. 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, pp. 47-58. ISBN 978-989-758-590-6. Detail
  • KOLÁŘ Dušan, MEDUNA Alexander and TOMKO Martin. Multi-Island Finite Automata and Their Even Computations. Kybernetika, vol. 57, no. 5, 2022, pp. 856-877. ISSN 0023-5954. Detail
  • HAMMER Jan and KŘIVKA Zbyněk. Practical Aspects of Membership Problem of Watson-Crick Context-free Grammars. In: Proceedings 12th International Workshop on Non-Classical Models of Automata and Applications . Debrecen: School of Computer Science and Engineering, University of New South Wales, 2022, pp. 88-111. ISSN 2075-2180. Detail
  • RUDNITCKAIA Julia, VENKATASCHALAM Hari Santosh, ESSMANN Roland, HRUŠKA Tomáš and COLOMBO Armando Walter. Screening Process Mining and Value Stream Techniques on Industrial Manufacturing Processes: Process Modelling and Bottleneck Analysis. IEEE Access, vol. 2022, no. 10, pp. 24203-24214. ISSN 2169-3536. Detail
  • VELECKÝ Jan, HAMŠÍKOVÁ Marie, ŠTOURAČ Jan, MUSIL Miloš, DAMBORSKÝ Jiří, BEDNÁŘ David and MAZURENKO Stanislav. SoluProtMutDB: A manually curated database of protein solubility changes upon mutations. Computational and Structural Biotechnology Journal, vol. 20, no. 1, 2022, pp. 6339-6347. ISSN 2001-0370. Detail

2021

  • MATOUŠEK Petr. Bezpečnostní rizika IoT. Brno, 2021. Detail
  • PLANAS-IGLESIAS Joan, PINTO Gaspar P., MARQUES Sergio M., MUSIL Miloš, DAMBORSKÝ Jiří, ŠTOURAČ Jan and BEDNÁŘ David. Computational design of enzymes for biotechnological applications. Biotechnology Advances, vol. 47, no. 1, 2021, pp. 1-22. ISSN 0734-9750. Detail
  • POLČÁK Libor. CVE-2021-34571, CVE-2021-34572, CVE-2021-34573, CVE-2021-34576. Frankfurt am Main, 2021. Detail
  • OLIVEIRA Wilk, PASTUSHENKO Olena, RODRIGUES Luiz, TODA Armando M., PALOMINO Paula T., HAMARI Juho and ISOTANI Seiji. Does gamification affect flow experience? A systematic literature review. In: GamiFIN Conference 2021. GamiFIN Conference 2021. Tampere: Association for Computing Machinery, 2021, pp. 110-119. ISBN 979-000-000-6. Detail
  • KÖVÁRI Adam, KŘIVKA Zbyněk and MEDUNA Alexander. Evaluating Yona Language. In: INTERNATIONAL CONFERENCES ON WWW/INTERNET 2021 AND APPLIED COMPUTING 2021. Lisabon: International Association for Development of the Information Society, 2021, pp. 101-108. ISBN 978-989-8704-34-4. Detail
  • KHAN Rayyan T., MUSIL Miloš, ŠTOURAČ Jan, DAMBORSKÝ Jiří and BEDNÁŘ David. Fully Automated Ancestral Sequence Reconstruction using FireProtASR. Current Protocols, vol. 1, no. 2, 2021, pp. 1-5. ISSN 1934-3396. Detail
  • MATOUŠEK Petr and GROFČÍK Peter. ICS Virtual Testbed. FIT-TR-2021-02, Brno: Faculty of Information Technology BUT, 2021. Detail
  • OLIVEIRA Wilk, ISOTANI Seiji, PASTUSHENKO Olena, HAMARI Juho and HRUŠKA Tomáš. 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, pp. 97-101. ISBN 978-1-6654-4106-3. Detail
  • MATOUŠEK Petr and KRAJČ Patrik. Monitoring of IoT Devices Using SNMP. IT-TR-2020-10, Brno: Faculty of Information Technology BUT, 2021. Detail
  • HOLKOVIČ Martin, BOHUŠ Michal and RYŠAVÝ Ondřej. 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, pp. 482-490. ISBN 978-3-903176-36-2. Detail
  • MATOUŠEK Petr, BURGETOVÁ Ivana, RYŠAVÝ Ondřej and VICTOR Malombe. 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, vol. 351. Boston: Springer International Publishing, 2021, pp. 1-22. ISBN 978-3-030-68733-5. Detail
  • MUTUA Nelson Makau and MATOUŠEK Petr. Outlier Detection in Smart Grid Communication. In: Fast Abstracts and Student Forum Proceedings, 17th European Dependable Computing Conference. Munich, 2021, pp. 1-4. Detail
  • REGÉCIOVÁ Dominika, KOLÁŘ Dušan and MILKOVIČ Marek. Pattern Matching in YARA: Improved Aho-Corasick Algorithm. IEEE Access, vol. 9, no. 1, 2021, pp. 62857-62866. ISSN 2169-3536. Detail
  • OLIVEIRA Wilk, TENORIO Kamilla, HAMARI Juho, PASTUSHENKO Olena and ISOTANI Seiji. Predicting students' flow experience through behavior data in gamified educational systems. Smart Learning Environments, vol. 8, no. 1, 2021, pp. 1-18. ISSN 2196-7091. Detail
  • VESELÝ Vladimír and ZAVŘEL Jan. Quality Control Methodology for Simulation Models of Computer Network Protocols. In: Proceedings of 8th Virutal OMNeT++ Community Summit. Ithaca, NY: Cornell University Library, 2021, pp. 1-19. ISSN 2331-8422. Detail
  • MATOUŠEK Petr. Security of Smart Grid Communication. Brno: Faculty of Information Technology BUT, 2021. Detail
  • MATOUŠEK Petr, PRISTAŠ Ján and MASÁROVÁ Mária. Simulation of Industrial Processes using I/O Factory and UniPi. IT-TR-2020-09, Brno: Faculty of Information Technology BUT, 2021. Detail
  • HON Jiří, MARUŠIAK Martin, MARTÍNEK Tomáš, KUNKA Antonín, ZENDULKA Jaroslav, BEDNÁŘ David and DAMBORSKÝ Jiří. SoluProt: prediction of soluble protein expression in Escherichia coli. Bioinformatics, vol. 37, no. 1, 2021, pp. 23-28. ISSN 1367-4803. Detail
  • BURGETOVÁ Ivana, MATOUŠEK Petr and MUTUA Nelson Makau. Statistical Methods for Anomaly Detection in Industrial Communication. IT-TR-2021-01, Brno: Faculty of Information Technology BUT, 2021. Detail
  • MATOUŠEK Petr and RYŠAVÝ Ondřej. 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, pp. 148-153. ISBN 978-1-7281-9324-3. Detail
  • MATOUŠEK Petr, RYŠAVÝ Ondřej and POLČÁK Libor. 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, pp. 938-943. ISBN 978-3-903176-32-4. Detail
  • HRANICKÝ Radek, BREITINGER Frank, RYŠAVÝ Ondřej, SHEPPARD John, SCHAEDLER Florin, MORGENSTERN Holger and MALIK Simon. What do incident response practitioners need to know? A skillmap for the years ahead. Forensic Science International: Digital Investigation, vol. 37, no. 2, 2021, pp. 23-34. ISSN 2666-2825. Detail

2020

  • MUTUA Nelson Makau. Application of Approximate Matching on Industrial Control System (ICS) Network Communication Using Ssdeep Algorithm. Brno, 2020. Detail
  • VESELÝ Vladimír and ZAVŘEL Jan. Enhanced Interior Gateway Routing Protocol. Budapešť, 2020. Detail
  • HON Jiří, BORKO Simeon, ŠTOURAČ Jan, PROKOP Zbyněk, BEDNÁŘ David, ZENDULKA Jaroslav, MARTÍNEK Tomáš and DAMBORSKÝ Jiří. EnzymeMiner: automated mining of soluble enzymes with diverse structures, catalytic properties and stabilities. Nucleic Acids Research, vol. 48, no. 1, 2020, pp. 104-109. ISSN 1362-4962. Detail
  • MUSIL Miloš, KHAN Rayyan T., BEIER Andy, ŠTOURAČ Jan, KONEGGER Hannes, DAMBORSKÝ Jiří and BEDNÁŘ David. FireProtASR: Web Server for Fully Automated Ancestral Sequence Reconstruction. Briefings in Bioinformatics, vol. 22, no. 4, 2020, pp. 1-11. ISSN 1467-5463. Detail
  • ŠTOURAČ Jan, DÚBRAVA Juraj Ondrej, MUSIL Miloš, HORÁČKOVÁ Jana, MAZURENKO Stanislav, DAMBORSKÝ Jiří and BEDNÁŘ David. FireProtDB: Database of Manually Curated Protein Stability Data. Nucleic Acids Research, vol. 49, no. 1, 2020, pp. 319-324. ISSN 1362-4962. Detail
  • MATOUŠEK Petr, RYŠAVÝ Ondřej, HAVLENA Vojtěch and GRÉGR Matěj. Flow based monitoring of ICS communication in the smart grid. Journal of Information Security and Applications, vol. 2020, no. 54, pp. 102535-102535. ISSN 2214-2126. Detail
  • HRANICKÝ Radek. Forenzní analýza šifrovaných dat. DSM Data Security Management, vol. 2020, no. 4, pp. 14-18. ISSN 1211-8737. Detail
  • HAVLENA Vojtěch, HOLÍK Lukáš and MATOUŠEK Petr. Learning Probabilistic Automata in the Context of IEC 104. IT-TR-2020-01, Brno: Faculty of Information Technology BUT, 2020. Detail
  • MATOUŠEK Petr, BURGETOVÁ Ivana and VICTOR Malombe. Mobile Device Fingerprinting. FIT-TR-2020-05, Brno, 2020. Detail
  • HOLKOVIČ Martin, BOHUŠ Michal and RYŠAVÝ Ondřej. 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, pp. 35-42. ISBN 978-989-758-445-9. Detail
  • VICTOR Malombe. PC Browser and Android Applications Fingerprinting. Brno, 2020. Detail
  • YOUSSEF Sawsan and RYŠAVÝ Ondřej. Proposed Method for Partial Node Replacement by Software Defined Network. In: Position Papers of the 2020 Federated Conference on Computer Science and Information Systems. Annals of Computer Science and Information Systems, vol. 22. Warsaw: Polish Information Processing Society, 2020, pp. 11-14. ISBN 978-83-959183-0-8. ISSN 2300-5963. Detail
  • WACHIURI Simon. Security Analysis of the GOOSE Communication Protocol Using Statistical Profiling. Brno, 2020. Detail
  • HOLKOVIČ Martin and RYŠAVÝ Ondřej. Using Rule-Based Decision Trees for Automatic Passive Diagnostics of the Network Problems. International Journal on Advances in Networks and Services, vol. 2020, no. 1, pp. 1-10. ISSN 1942-2644. Detail
Products

2022

  • DomainRadar - Detector of Malicious Domains (prototype), software, 2022
    Authors: Hranický Radek, Polišenský Jan, Horák Adam Detail
  • Geovisto: Hierarchy Tool, software, 2022
    Authors: Malý Vojtěch, Hynek Jiří Detail
  • ICS Dataset for Smart Grid Anomaly Detection, software, 2022
    Authors: Matoušek Petr, Ryšavý Ondřej, Grofčík Peter Detail
  • INET 4: BGP, software, 2022
    Authors: Veselý Vladimír, Zavřel Jan Detail
  • MODBUS Dataset for ICS Anomaly Detection, software, 2022
    Authors: Matoušek Petr, Ryšavý Ondřej Detail
  • PDF Renderer for FitLayout, software, 2022
    Authors: Burget Radek Detail
  • SoluProtMutDB, software, 2022
    Authors: Velecký Jan, Hamšíková Marie, Štourač Jan, Musil Miloš, Damborský Jiří, Bednář David, Mazurenko Stanislav Detail

2021

  • Analyzer of JavaScript calls on web pages, software, 2021
    Authors: Bednář Martin, Schauer Marek Detail
  • Anti-fingerprinting Generic Sensor API Wrappers for JSRestrictor, software, 2021
    Authors: Hranický Radek, Polčák Libor Detail
  • Dataset of smart devices communication, software, 2021
    Authors: Slámová Hana Detail
  • DNS over HTTPS network traffic dataset, software, 2021
    Authors: Jeřábek Kamil, Stuchlý Samuel Detail
  • FireProtDB, software, 2021
    Authors: Bednář David, Damborský Jiří, Dúbrava Juraj Ondrej, Horáčková Jana, Mazurenko Stanislav, Musil Miloš, Štourač Jan Detail
  • FitLayout Web Client, software, 2021
    Authors: Burget Radek Detail
  • OwlDocGen ontology documentation generator, software, 2021
    Authors: Burget Radek Detail
  • SoluProt: prediction of soluble protein expression in Escherichia coli, software, 2021
    Authors: Hon Jiří, Marušiak Martin, Martínek Tomáš, Kunka Antonín, Zendulka Jaroslav, Bednář David, Damborský Jiří Detail

2020

  • EnzymeMiner: automated mining of soluble enzymes with diverse structures, catalytic properties and stabilities, software, 2020
    Authors: Bednář David, Borko Simeon, Damborský Jiří, Hon Jiří, Martínek Tomáš, Prokop Zbyněk, Štourač Jan, Zendulka Jaroslav Detail
  • INET 4: EIGRP, software, 2020
    Authors: Veselý Vladimír, Zavřel Jan Detail
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