Ngoc-Tuan Do | Institute of System Integration (ISI), LQDTU (Vietnam) ,
Van-Phuc Hoang | Institute of System Integration (ISI), LQDTU (Vietnam)
Side-channel attacks (SCAs) on a microprocessor, like the RISC-V, point out security vulnerabilities that lead to several design challenges. Recently, deep learning (DL) has been introduced as a new promising approach for SCAs. Hence, it is important to study and analyze these security vulnerabilities and attack methods comprehensively. The focus of this talk is to present the side channel attack on the RISC-V processor using deep learning techniques. We describe the procedure of side channel data collection from a RISC-V open-source processor. Then the architecture of a multilayer perceptron neural network for attacks is presented. Specifically, we present the investigations of the proposed MLP model considering the impact of Gaussian noise. Finally, this talk discusses countermeasures against deep learning based non-profiled side channel attacks.
Institute of System Integration (ISI), LQDTU was established in 2012 with the functions of scientific research and technological development; educating scientific and technical officers; as well as consulting and implementing scientific and technical services in the fields of system integration, integrated circuits and electronic technologies.
Ngoc-Tuan Do received the master degree in electronic engineering from Le Quy Don Technical University, Hanoi, Vietnam in 2017. He is currently pursuing a PhD degree in electronic engineering with Le Quy Don Technical University. His research interests include hardware security and integrated circuit design.
The Information Technology Institute (ITI) is a member of Vietnam National University Hanoi (VNU), established in 2001 on the basis of reorganization of Vietnam Information Technology Training Institute (established in 1997). The Information Technology Institute has the mission of training high-quality experts at the doctoral and graduate levels and participating in undergraduate training in the field of information technology with the universities within VNU; scientific research, application implementation, technology transfer and consulting in the field of information and communication technology, contributing to the country’s socio-economic development; training professional skills, fostering and improving science and technology levels, popularizing new technologies for domestic and foreign enterprises, units and individuals. The ITI’s scientists is carrying out many research projects related to emerging technologies such as: data science; artificial intelligence (AI); virtual reality/augmented reality (VR/AR); photo/video processing; safety information; blockchain; Internet of Things (IoT); Embedded System; IC and FPGA design, security design for RFID…
Van-Phuc Hoang received PhD degree in Electronic Engineering from The University of Electro-Communications, Tokyo, Japan in 2012. He has worked as postdoc researcher, visiting scholar at The University of Electro- Communications, Tokyo, Japan, Telecom Paris, France and University of Strathclyde, Glasgow, UK during the period of 2012-2018. He is working as an Associate Professor, Director with Institute of System Integration, Le Quy Don Technical University, Hanoi, Vietnam. He is also serving as Vice Chair in International Affairs & Conferences, Radio-Electronics Association of Vietnam (REV). His research interests include hardware security, digital circuits and systems, embedded systems for Internet of Things, and VLSI architecture for digital signal processing. He was the PI of 02 NAFOSTED funded projects and one World Bank funded project in hardware security. He was the Technical Program Chair of several IEEE international conferences such as ICDV 2017, MCSoC 2018, SigTelCom 2019, APCCAS 2020 and ATC 2020. He is a member of IEEE.
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