Conventional and deep-learning-based side-channel analysis on embedded devices

• Main Author: Gao, Diyan
• Other Authors: Gwee Bah Hwee
• Format: Thesis-Master by Coursework
• Language: English
• Published: Nanyang Technological University 2025
• Subjects: Engineering; Deep learning; Side-channel attacks; AES
• Online Access: https://hdl.handle.net/10356/181998
• Institution: Nanyang Technological University

The security of modern cryptographic devices is increasingly threatened by Side-Channel Attacks (SCA), particularly as traditional profiling attacks face limitations in scalability, adaptability, and noise handling. Manual feature selection, data acquisition, and fine-tuning are labor-intensive, esp...