Impact of Cross-standard Cell Libraries on Machine Learning based Hardware Trojan Detection

Shang-Wen Chen, Jian-Wei Liao, Chia-Wei Tien, Jung-Hsin Hsiao

2022

Abstract

Hardware Trojans (HTs) have become a new threat that owns a huge possibility to widespread into over the world because of its unique characteristic. Hardware Trojan is dependent on the invaded hardware, and if the invading success such that the devices which use the invaded hardware will spread to customers of hardware vendors all over the world. Thus, how to detect HT exists in our devices or not becomes an important issue. There are already some researches to try to solve this problem and acquire good results. The common premise of these researches is that the adopted standard cell library in model and testing set is the same. However, there is no good performance to detect HT with machine learning in reality under the above premise. The possible thinking is that adopted standard cell libraries of model and testing set are different in real case and it cause the bad result of machine learning. We experiment and verify this view. That is, we prove that the impact of cross-standard cell library on machine learning in hardware Trojan detection exists.

Paper Citation

in Harvard Style

Chen S., Liao J., Tien C. and Hsiao J. (2022). Impact of Cross-standard Cell Libraries on Machine Learning based Hardware Trojan Detection. In Proceedings of the 8th International Conference on Information Systems Security and Privacy - Volume 1: ICISSP, ISBN 978-989-758-553-1, pages 420-425. DOI: 10.5220/0010858800003120

in Bibtex Style

@conference{icissp22,
author={Shang-Wen Chen and Jian-Wei Liao and Chia-Wei Tien and Jung-Hsin Hsiao},
title={Impact of Cross-standard Cell Libraries on Machine Learning based Hardware Trojan Detection},
booktitle={Proceedings of the 8th International Conference on Information Systems Security and Privacy - Volume 1: ICISSP,},
year={2022},
pages={420-425},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0010858800003120},
isbn={978-989-758-553-1},
}

in EndNote Style

TY - CONF

JO - Proceedings of the 8th International Conference on Information Systems Security and Privacy - Volume 1: ICISSP,
TI - Impact of Cross-standard Cell Libraries on Machine Learning based Hardware Trojan Detection
SN - 978-989-758-553-1
AU - Chen S.
AU - Liao J.
AU - Tien C.
AU - Hsiao J.
PY - 2022
SP - 420
EP - 425
DO - 10.5220/0010858800003120