The search functionality is under construction.
The search functionality is under construction.

A Cost-Sensitive Golden Chip-Free Hardware Trojan Detection Using Principal Component Analysis and Naïve Bayes Classification Algorithm

Yanjiang LIU, Xianzhao XIA, Jingxin ZHONG, Pengfei GUO, Chunsheng ZHU, Zibin DAI

  • Full Text Views

    0

  • Cite this

Summary :

Side-channel analysis is one of the most investigated hardware Trojan detection approaches. However, nearly all the side-channel analysis approaches require golden chips for reference, which are hard to obtain actually. Besides, majority of existing Trojan detection algorithms focus on the data similarity and ignore the Trojan misclassification during the detection. In this paper, we propose a cost-sensitive golden chip-free hardware Trojan detection framework, which aims to minimize the probability of Trojan misclassification during the detection. The post-layout simulation data of voltage variations at different process corners is utilized as a golden reference. Further, a classification algorithm based on the combination of principal component analysis and Naïve bayes is exploited to identify the existence of hardware Trojan with a minimum misclassification risk. Experimental results on ASIC demonstrate that the proposed approach improves the detection accuracy ratio compared with the three detection algorithms and distinguishes the Trojan with only 0.27% area occupies even under ±15% process variations.

Publication
IEICE TRANSACTIONS on Fundamentals Vol.E105-A No.6 pp.965-974
Publication Date
2022/06/01
Publicized
2021/12/03
Online ISSN
1745-1337
DOI
10.1587/transfun.2021EAP1060
Type of Manuscript
PAPER
Category
Cryptography and Information Security

Authors

Yanjiang LIU
  the Information Engineering University
Xianzhao XIA
  the Tianjin University and China Automotive Technology and Research Center
Jingxin ZHONG
  the Information Engineering University
Pengfei GUO
  the Information Engineering University
Chunsheng ZHU
  the Information Engineering University
Zibin DAI
  the Information Engineering University

Keyword