SoCurity: A Design Approach for Enhancing SoC Security

Naorin Hossain; Alper Buyuktosunoglu; John David Wellman; Pradip Bose; Margaret Martonosi

doi:10.1109/LCA.2023.3301448

SoCurity: A Design Approach for Enhancing SoC Security

Naorin Hossain, Alper Buyuktosunoglu, John David Wellman, Pradip Bose, Margaret Martonosi

Research output: Contribution to journal › Article › peer-review

Abstract

We propose SoCurity, the first NoC counter-based hardware monitoring approach for enhancing heterogeneous SoC security. With SoCurity, we develop a fast, lightweight anomalous activity detection system leveraging semi-supervised machine learning models that require no prior attack knowledge for detecting anomalies. We demonstrate our techniques with a case study on a real SoC for a connected autonomous vehicle system and find up to 96% detection accuracy.

Original language	English (US)
Pages (from-to)	105-108
Number of pages	4
Journal	IEEE Computer Architecture Letters
Volume	22
Issue number	2
DOIs	https://doi.org/10.1109/LCA.2023.3301448
State	Published - Jul 1 2023

All Science Journal Classification (ASJC) codes

Hardware and Architecture

Keywords

Heterogeneous SoC
anomaly detection
denial-of-service
network-on-chip
semi-supervised model

Access to Document

10.1109/LCA.2023.3301448

Cite this

@article{3e1b8494a04d44fdb936583256ebc061,

title = "SoCurity: A Design Approach for Enhancing SoC Security",

abstract = "We propose SoCurity, the first NoC counter-based hardware monitoring approach for enhancing heterogeneous SoC security. With SoCurity, we develop a fast, lightweight anomalous activity detection system leveraging semi-supervised machine learning models that require no prior attack knowledge for detecting anomalies. We demonstrate our techniques with a case study on a real SoC for a connected autonomous vehicle system and find up to 96% detection accuracy.",

keywords = "Heterogeneous SoC, anomaly detection, denial-of-service, network-on-chip, semi-supervised model",

author = "Naorin Hossain and Alper Buyuktosunoglu and Wellman, {John David} and Pradip Bose and Margaret Martonosi",

note = "Publisher Copyright: {\textcopyright} 2002-2011 IEEE.",

year = "2023",

month = jul,

day = "1",

doi = "10.1109/LCA.2023.3301448",

language = "English (US)",

volume = "22",

pages = "105--108",

journal = "IEEE Computer Architecture Letters",

issn = "1556-6056",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

number = "2",

}

TY - JOUR

T1 - SoCurity

T2 - A Design Approach for Enhancing SoC Security

AU - Hossain, Naorin

AU - Buyuktosunoglu, Alper

AU - Wellman, John David

AU - Bose, Pradip

AU - Martonosi, Margaret

PY - 2023/7/1

Y1 - 2023/7/1

N2 - We propose SoCurity, the first NoC counter-based hardware monitoring approach for enhancing heterogeneous SoC security. With SoCurity, we develop a fast, lightweight anomalous activity detection system leveraging semi-supervised machine learning models that require no prior attack knowledge for detecting anomalies. We demonstrate our techniques with a case study on a real SoC for a connected autonomous vehicle system and find up to 96% detection accuracy.

AB - We propose SoCurity, the first NoC counter-based hardware monitoring approach for enhancing heterogeneous SoC security. With SoCurity, we develop a fast, lightweight anomalous activity detection system leveraging semi-supervised machine learning models that require no prior attack knowledge for detecting anomalies. We demonstrate our techniques with a case study on a real SoC for a connected autonomous vehicle system and find up to 96% detection accuracy.

KW - Heterogeneous SoC

KW - anomaly detection

KW - denial-of-service

KW - network-on-chip

KW - semi-supervised model

UR - http://www.scopus.com/inward/record.url?scp=85166747240&partnerID=8YFLogxK

UR - http://www.scopus.com/inward/citedby.url?scp=85166747240&partnerID=8YFLogxK

U2 - 10.1109/LCA.2023.3301448

DO - 10.1109/LCA.2023.3301448

M3 - Article

AN - SCOPUS:85166747240

SN - 1556-6056

VL - 22

SP - 105

EP - 108

JO - IEEE Computer Architecture Letters

JF - IEEE Computer Architecture Letters

IS - 2

ER -

SoCurity: A Design Approach for Enhancing SoC Security

Abstract

All Science Journal Classification (ASJC) codes

Keywords

Access to Document

Other files and links

Fingerprint

Cite this