dc.contributor | Otero Calviño, Beatriz |
dc.contributor | Canal Corretger, Ramon |
dc.contributor.author | Mus León, Sergi |
dc.contributor.other | Universitat Politècnica de Catalunya. Departament d'Arquitectura de Computadors |
dc.date.accessioned | 2022-11-29T16:33:23Z |
dc.date.available | 2022-11-29T16:33:23Z |
dc.date.issued | 2022-07-14 |
dc.identifier.uri | http://hdl.handle.net/2117/377370 |
dc.description.abstract | Nowadays, cloud services rely extensively on the use of virtual machines to enforce security by isolation. However, hardware trojan attacks break this assumption. Within these attacks, cache side-channel attacks such as Spectre and Meltdown are the focus of this work. In this project, we develop a set of tools to generate a dataset; and a dataset that will allow the use of Machine Learning techniques to detect Spectre and Meltdown attacks (i.e. using a cache side-channel). When released, this dataset will enable researchers to compare their ML-based detection proposals based on the same dataset (which is not currently the case). Also, it eliminates the need of an infected computer to generate the attacks and the corresponding dataset for subsequent research studies. |
dc.language.iso | eng |
dc.publisher | Universitat Politècnica de Catalunya |
dc.rights | S'autoritza la difusió de l'obra mitjançant la llicència Creative Commons o similar 'Reconeixement-NoComercial- SenseObraDerivada' |
dc.subject | Àrees temàtiques de la UPC::Informàtica::Seguretat informàtica |
dc.subject.lcsh | Deep learning |
dc.subject.lcsh | Machine learning |
dc.subject.lcsh | Computer security |
dc.subject.other | hardware trojan |
dc.subject.other | dataset |
dc.subject.other | side-channel |
dc.subject.other | cache |
dc.subject.other | Deep Learning |
dc.subject.other | Machine Learning |
dc.subject.other | detection |
dc.title | Dataset for hardware Trojan detection |
dc.type | Master thesis |
dc.subject.lemac | Aprenentatge profund |
dc.subject.lemac | Aprenentatge automàtic |
dc.subject.lemac | Seguretat informàtica |
dc.identifier.slug | ETSETB-230.171243 |
dc.rights.access | Open Access |
dc.date.updated | 2022-10-06T05:50:21Z |
dc.audience.educationlevel | Màster |
dc.audience.mediator | Escola Tècnica Superior d'Enginyeria de Telecomunicació de Barcelona |
dc.audience.degree | MÀSTER UNIVERSITARI EN CIBERSEGURETAT (Pla 2020) |