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Mitigating side channel attacks on FPGA through deep learning and dynamic partial reconfiguration

发表于 2025-04-21 来源 Scientific Reports DOI 10.1038/S41598-025-98473-3

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作者

Sesibhushana Rao Bommana Sreehari Veeramachaneni Syed Ershad MB Srinivas

单位

Department of Electrical & Electronics Engineering,BITS Pilani Hyderabad Campus,500078,Hyderabad,India;Department of Information Technology,Sri Sivasubramaniya展开

Department of Electrical & Electronics Engineering,BITS Pilani Hyderabad Campus,500078,Hyderabad,India;Department of Information Technology,Sri Sivasubramaniya Nadar College of Engineering,600020,Chennai,India;Department of Electronics and Communication Engineering,Aditya University,533437,Kakinada,India

摘要

This paper introduces a framework that combines Deep Learning (DL) models and Dynamic Partial Reconfiguration (DPR) in Field Programmable Gate Arrays 更多..

Shielding secrets: developing an enigmatic defense system with deep learning against side channel attacks

发表于 2024-09-10 来源 Discover Sustainability DOI 10.1007/S43621-024-00455-4

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作者

B. Indu Priya P. V. R. D. Prasada Rao D. V. Lalitha Parameswari

单位

Department of CSE,Koneru Lakshmaiah Education Foundation,Vaddeswaram,Andhra Pradesh,India;Department of CSE,G. Narayanamma Institute of Technology and Science,H展开

Department of CSE,Koneru Lakshmaiah Education Foundation,Vaddeswaram,Andhra Pradesh,India;Department of CSE,G. Narayanamma Institute of Technology and Science,Hyderabad,Telangana,India

摘要

Side Channel Attacks (SCAs) present a significant threat to cryptographic security, exploiting unintended emissions from devices like cell phones and 更多..

Attack mitigation CNNs Cryptographic systems Data leakage Data pre-processing deep learning DPA Security modeling side-channel attacks Software-level countermeasure

A deep learning based solution for data disproportionproblem in side channel attacks using intelligent sensors

发表于 2024-05-13 来源 Measurement: Sensors DOI 10.1016/J.MEASEN.2024.101137

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作者

B. Indupriya Vijaya Chandra Jadala D.V. LalithaParameswari

单位

Department of CSE, Koneru Lakshmaiah Education Foundation, Vaddeswaram, AP, India;Department of CSE, G. Narayanamma Institute of Technology and Science, Hyderab展开

Department of CSE, Koneru Lakshmaiah Education Foundation, Vaddeswaram, AP, India;Department of CSE, G. Narayanamma Institute of Technology and Science, Hyderabad, India

摘要

Recently, Deep learning (DL) based Side Channel Attacks (SCAs) has been emerged as new paradigm in which the cryptographic devices are attacked throug 更多..

Cryptography deep learning Hamming weight Intelligent sensors Key base likelihood KL divergence Profiling attacks side-channel attacks

Recent advances in deep learning‐based side‐channel analysis

发表于 2020-04-09 来源 ETRI Journal DOI 10.4218/etrij.2019-0163

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作者

Sunghyun Jin Suhri Kim HeeSeok Kim Seokhie Hong

单位

School of Cyber Security Korea University Seoul Rep. of Korea ;; Center for Information Security Technologies Institute of Cyber Security and Privacy Korea Univ展开

School of Cyber Security Korea University Seoul Rep. of Korea ;; Center for Information Security Technologies Institute of Cyber Security and Privacy Korea University Seoul Rep. of Korea ;; Department of Information Security College of Science and Technology Korea University Sejong Rep. of Korea

摘要

As side‐channel analysis and machine learning algorithms share the same objective of classifying data, numerous studies have been proposed for adaptin 更多..

deep learning machine learning Non‐profiling attack Profiling attack Side‐channel analysis

Multi-Dimensional Fusion Deep Learning for Side Channel Analysis

发表于 2023/12/1 来源 Electronics DOI 10.3390/ELECTRONICS12234728

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作者

Tuo Deng Huanyu Wang Dalin He Naixue Xiong Wei Liang Junnian Wang

单位

School of Physics and Electronic Science, Hunan University of Science and Technology, Xiangtan 411201, China;Hunan Province Key Laboratory of Intelligent Sensor展开

School of Physics and Electronic Science, Hunan University of Science and Technology, Xiangtan 411201, China;Hunan Province Key Laboratory of Intelligent Sensors and Advanced Sensing Materials, Xiangtan 411201, China;School of Computer Science and Engineering, Hunan University of Science and Technology, Xiangtan 411201, China

摘要

The rapid advancement of deep learning has significantly heightened the threats posed by Side-Channel Attacks （SCAs） to information security, transfor 更多..

AES-128 deep learning multi-scale feature fusion network fusion side-channel attacks