Projects per year
Abstract
Cyber-security issues on adversarial attacks are actively studied in the field of computer vision with the camera as the main sensor source to obtain the input image or video data. However, in modern cyber-physical systems (CPSs), many other types of sensors are becoming popularly used, such as surveillance sensors, microphones, and textual interfaces. A series of recent works investigates the adversarial attacks and the potential defenses in these non-camera sensor-based CPSs. Therefore, this paper provides a systematic discussion on these existing works, and serves as a complementary summary of adversarial attacks and defenses for CPSs beyond the field of computer vision. We first introduce a general working flow for adversarial attacks on CPSs. On this basis, a clear taxonomy is provided to organize existing attacks effectively and indicate where the defenses can be potentially performed in CPSs as well. Then, we discuss these existing attacks and defenses with detailed comparison studies. Finally, we point out concrete research opportunities to be further explored along this research direction.
Original language | English |
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Article number | 9006862 |
Pages (from-to) | 5103-5115 |
Journal | IEEE Internet of Things Journal |
Volume | 7 |
Issue number | 6 |
Online published | 21 Feb 2020 |
DOIs | |
Publication status | Published - Jun 2020 |
Research Keywords
- Adversarial attacks and defense
- Cyber-physical systems (CPSs)
- Cyber-security
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Dive into the research topics of 'Adversarial Attacks and Defenses on Cyber-Physical Systems: A Survey'. Together they form a unique fingerprint.Projects
- 1 Finished
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GRF: Double Edged Mobile and Wearable Side-Channels: Motion Leakage and Countermeasure
LI, Z. (Principal Investigator / Project Coordinator) & WANG, J. (Co-Investigator)
1/01/18 → 22/06/22
Project: Research