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Side-channel analysis attacks based on deep learning network

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成果类型:
期刊论文
作者:
Ou, Yu;Li, Lang
通讯作者:
Li, L
作者机构:
[Ou, Yu; Li, Lang] Hengyang Normal Univ, Hunan Prov Key Lab Intelligent Informat Proc & Ap, Hengyang 421002, Peoples R China.
[Ou, Yu; Li, Lang] Hunan Normal Univ, Coll Informat Sci & Engn, Changsha 410081, Peoples R China.
[Li, Lang] Hengyang Normal Univ, Coll Comp Sci & Technol, Hengyang 421002, Peoples R China.
通讯机构:
[Li, L ] H
Hengyang Normal Univ, Hunan Prov Key Lab Intelligent Informat Proc & Ap, Hengyang 421002, Peoples R China.
Hunan Normal Univ, Coll Informat Sci & Engn, Changsha 410081, Peoples R China.
Hengyang Normal Univ, Coll Comp Sci & Technol, Hengyang 421002, Peoples R China.
语种:
英文
关键词:
side-channel analysis;template attack;machine learning;deep learning
期刊:
计算机科学前沿(英文)
ISSN:
2095-2228
年:
2022
卷:
16
期:
2
页码:
162303-null
基金类别:
National Natural Science Foundation of ChinaNational Natural Science Foundation of China (NSFC) [61572174]; Hunan Province Special Funds of Central Government for Guiding Local Science and Technology Development [2018CT5001]; Hunan Provincial Natural Science Foundation of ChinaNatural Science Foundation of Hunan Province [2019JJ60004]; Scientific Research Fund of Hunan Provincial Education DepartmentHunan Provincial Education Department [19A072]; Subject group construction project of Hengyang Normal University [18XKQ02]; Application-oriented Special Disciplines, Double First-Class University Project of Hunan Province [[2018] 469]; Science and Technology Plan Project of Hunan Province [2016TP1020]
机构署名:
本校为第一且通讯机构
院系归属:
计算机科学与技术学院
物理与电子工程学院
摘要:
There has been a growing interest in the side-channel analysis (SCA) field based on deep learning (DL) technology. Various DL network or model has been developed to improve the efficiency of SCA. However, few studies have investigated the impact of the different models on attack results and the exact relationship between power consumption traces and intermediate values. Based on the convolutional neural network and the autoencoder, this paper proposes a Template Analysis Pre-trained DL Classification model named TAPDC which contains three sub-n...

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