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master's thesis
Treniranje agenata za provođenje napada u simulatoru CCS korištenjem okruženja CyberBatleSim
Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing, 2024. urn:nbn:hr:168:608401
Braut, Luka
University of Zagreb
Faculty of Electrical Engineering and Computing

Institutional repository: FER Repository

Cite this document

Braut, L. (2024). Treniranje agenata za provođenje napada u simulatoru CCS korištenjem okruženja CyberBatleSim (Master's thesis). Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing. Retrieved from https://urn.nsk.hr/urn:nbn:hr:168:608401

Braut, Luka. "Treniranje agenata za provođenje napada u simulatoru CCS korištenjem okruženja CyberBatleSim." Master's thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2024. https://urn.nsk.hr/urn:nbn:hr:168:608401

Braut, Luka. "Treniranje agenata za provođenje napada u simulatoru CCS korištenjem okruženja CyberBatleSim." Master's thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2024. https://urn.nsk.hr/urn:nbn:hr:168:608401

Braut, L. (2024). 'Treniranje agenata za provođenje napada u simulatoru CCS korištenjem okruženja CyberBatleSim', Master's thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, accessed 01 April 2025, https://urn.nsk.hr/urn:nbn:hr:168:608401

Braut L. Treniranje agenata za provođenje napada u simulatoru CCS korištenjem okruženja CyberBatleSim [Master's thesis]. Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing; 2024 [cited 2025 April 01] Available at: https://urn.nsk.hr/urn:nbn:hr:168:608401

L. Braut, "Treniranje agenata za provođenje napada u simulatoru CCS korištenjem okruženja CyberBatleSim", Master's thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, Zagreb, 2024. Available at: https://urn.nsk.hr/urn:nbn:hr:168:608401

Metadata
TitleTreniranje agenata za provođenje napada u simulatoru CCS korištenjem okruženja CyberBatleSim
Title (english)Training agents for attack execution in CCS simulator using CyberBatleSim environment
AuthorLuka Braut
MentorStjepan Groš (mentor)
Committee memberStjepan Groš (predsjednik povjerenstva)
Committee memberAdrian Satja Kurdija (član povjerenstva)
Committee memberLeonardo Jelenković (član povjerenstva)
GranterUniversity of Zagreb
Faculty of Electrical Engineering and Computing
Zagreb
Defense date and country2024-07-01, Croatia
Abstract
Ovaj rad istražuje treniranje agenata za provođenje napada u Cyber Conflict Simulatoru (CCS) korištenjem okruženja CyberBattleSim. Započinje s pružanjem pregleda podržanog učenja, uključujući osnovne koncepte, algoritme i njihovu primjenu u kibernetičkoj sigurnosti. Razmatraju se arhitektura, komponente te postupak postavljanja i konfiguracije simulacija u CyberBattleSimu. Poseban naglasak stavljen je na razvoj alata za preslikavanje okruženja iz CCS – a u CyberBattleSim, ističući ključne... More razlike između ta dva sustava te tehničke detalje implementacije. Na kraju, dan je pregled treniranja autonomnih agenata u CyberBattleSimu, uključujući odabir i konfiguraciju agenata, metodologiju treniranja te analizu njihovog ponašanja s posebnim naglaskom na ograničenja i potencijalna poboljšanja. Less
Abstract (english)
This thesis investigates the training of agents for conducting attacks in the Cyber Conflict Simulator (CCS) using the CyberBattleSim environment. It begins with an overview of reinforcement learning, including basic concepts, algorithms, and their application in cybersecurity. The architecture, components, and the process of setting up and configuring simulations in CyberBattleSim are examined. Special emphasis is placed on the development of a tool for mapping environments from CCS to... More CyberBattleSim, highlighting the key differences between the two systems and the technical details of the implementation. Finally, a review is given of training autonomous agents in CyberBattleSim, including the selection and configuration of agents, training methodology, and the analysis of their behavior with a focus on limitations and potential improvements. Less
Keywords
Keywords (english)
Languagecroatian
URN:NBNurn:nbn:hr:168:608401
Study programmeTitle: Computing
Study programme type: university
Study level: graduate
Academic / professional title: magistar/magistra inženjer/inženjerka računarstva (magistar/magistra inženjer/inženjerka računarstva)
Type of resourceText
File originBorn digital
Access conditionsOpen access
Terms of useLicence In copyright icon
Public note
Created on2024-10-12 20:11:21
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