期刊论文

Ou, Y

英文

Journal of Computational Science

1877-7503

2023

72

102078

10.1016/j.jocs.2023.102078

This research is supported by the Hunan Provincial Natural Science Foundation of China ( 2022JJ30103 ), “the 14th Five-Year Plan” Key Disciplines and Application-oriented Special Disciplines of Hunan Province (Xiangjiaotong [2022] 351), the Science and Technology Innovation Program of Hunan Province, China ( 2016TP1020 ), Open fund project of Hunan Provincial Key Laboratory of Intelligent Information Processing and Application for Hengyang Normal University ( 2022HSKFJJ011 , 2021HSKFJJ038 ).

本校为第一且通讯机构

Recently, there has been renewed interest in the combination of deep learning and side-channel analysis (SCA). Many previous studies have transformed the traditional SCA into a classification problem in deep learning. This paper considers it as a regression problem based on the principle that the changes of some circuit states are related to the special operation in cipher. We proposed a regression model which consists of an initial layer, a deep feature mining dense layer, and a regression layer. In the term of dataset, there are two sources of data: the raw ASCAD power traces and the data sa...