Mitigation of Hardware Trojan in NoC using Delta-Based Compression

MultiProcessor System-on-Chip (MPSoC) and Network-on-Chip (NoC) are closely linked in the design of modern computer architectures. Indeed, MPSoCs are designed to integrate multiple processing units on a single chip and take advantage of NoCs to suppport communications between these multiple processors. As data exchanges via the NoC can be voluminous, it can lead to increased latency and bandwidth consumption. Thus, on-chip packet compression techniques exploiting data correlation may mitigate these issues. However, compression can make data more sensitive to faults or attacks. Therefore, it is important to consider the potential presence of hardware Trojans (HT) within some of the intellectual properties (IP) embedded in the NoC. In this article, we focus on Delta-based compression, which allows the compression of a set of data using one base and distances. After formalizing the delta-based compression cost, we analyze the impact of fault injection attacks on application quality degradation. Additionally, we present a lightweight mitigation technique focusing on bases protection by using freely available bits in the header flit. Experiments show that our mitigation technique is effective in reducing the impact of hardware Trojan attacks on compressed packet data with a mean squared error gain up to 67% and a loss in compression ratio of around 8% for CIFAR-10 database.

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Published
2024-09-16
DOI
https://doi.org/10.1109/socc62300.2024.10737773
Primary Topic
Physical Unclonable Functions (PUFs) and Hardware Security
Type
article
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article

Mitigation of Hardware Trojan in NoC using Delta-Based Compression

Cédric Killian, Hamza Amara, Emmanuel Casseau, Daniel Chillet
Physical Unclonable Functions (PUFs) and Hardware Security
article

Mitigation of Hardware Trojan in NoC using Delta-Based Compression

Cédric Killian, Hamza Amara, Emmanuel Casseau, Daniel Chillet
article en

Abstract

MultiProcessor System-on-Chip (MPSoC) and Network-on-Chip (NoC) are closely linked in the design of modern computer architectures. Indeed, MPSoCs are designed to integrate multiple processing units on a single chip and take advantage of NoCs to suppport communications between these multiple processors. As data exchanges via the NoC can be voluminous, it can lead to increased latency and bandwidth consumption. Thus, on-chip packet compression techniques exploiting data correlation may mitigate these issues. However, compression can make data more sensitive to faults or attacks. Therefore, it is important to consider the potential presence of hardware Trojans (HT) within some of the intellectual properties (IP) embedded in the NoC. In this article, we focus on Delta-based compression, which allows the compression of a set of data using one base and distances. After formalizing the delta-based compression cost, we analyze the impact of fault injection attacks on application quality degradation. Additionally, we present a lightweight mitigation technique focusing on bases protection by using freely available bits in the header flit. Experiments show that our mitigation technique is effective in reducing the impact of hardware Trojan attacks on compressed packet data with a mean squared error gain up to 67% and a loss in compression ratio of around 8% for CIFAR-10 database.

Centre National de la Recherche Scientifique (FR), Institut de Recherche en Informatique et Systèmes Aléatoires (FR), Université de Rennes (FR), Université Jean Monnet (FR)
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Physical Unclonable Functions (PUFs) and Hardware Security
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Mitigation of Hardware Trojan in NoC using Delta-Based Compression — Cédric Killian, Hamza Amara, et al. · (2024) | TGRS Research Map | TGRS