Grey Zone in Pre-Silicon Hardware Trojan Detection
Title | Grey Zone in Pre-Silicon Hardware Trojan Detection |
Publication Type | Conference Paper |
Year of Publication | 2018 |
Authors | Ye, J., Yang, Y., Gong, Y., Hu, Y., Li, X. |
Conference Name | 2018 IEEE International Test Conference in Asia (ITC-Asia) |
ISBN Number | 978-1-5386-5180-3 |
Keywords | activation probability, Behaviour Simulation, behaviour simulations, benchmark, electronic engineering computing, elemental semiconductors, functional test, grey zone, Hardware, hardware Trojan benchmark circuits, integrated circuit design, integrated circuit testing, invasive software, learning (artificial intelligence), low signal probability, machine learning, Pre-Silicon Hardware Trojan Detection, pre-silicon hardware trojan detection method, probability, pubcrawl, Si, Silicon, trojan horse detection, Trojan horses, Trust-Hub |
Abstract | Pre-Silicon hardware Trojan detection has been studied for years. The most popular benchmark circuits are from the Trust-Hub. Their common feature is that the probability of activating hardware Trojans is very low. This leads to a series of machine learning based hardware Trojan detection methods which try to find the nets with low signal probability of 0 or 1. On the other hand, it is considered that, if the probability of activating hardware Trojans is high, these hardware Trojans can be easily found through behaviour simulations or during functional test. This paper explores the "grey zone" between these two opposite scenarios: if the activation probability of a hardware Trojan is not low enough for machine learning to detect it and is not high enough for behaviour simulation or functional test to find it, it can escape from detection. Experiments show the existence of such hardware Trojans, and this paper suggests a new set of hardware Trojan benchmark circuits for future study. |
URL | https://ieeexplore.ieee.org/document/8462952 |
DOI | 10.1109/ITC-Asia.2018.00024 |
Citation Key | ye_grey_2018 |
- invasive software
- Trust-Hub
- Trojan horses
- trojan horse detection
- Silicon
- Si
- pubcrawl
- probability
- pre-silicon hardware trojan detection method
- Pre-Silicon Hardware Trojan Detection
- machine learning
- low signal probability
- learning (artificial intelligence)
- activation probability
- integrated circuit testing
- integrated circuit design
- hardware Trojan benchmark circuits
- Hardware
- grey zone
- functional test
- elemental semiconductors
- electronic engineering computing
- benchmark
- behaviour simulations
- Behaviour Simulation