학술논문

A New Design of Smart Plug for Real-time IoT Malware Detection
Document Type
Conference
Source
2021 IEEE Microelectronics Design & Test Symposium (MDTS) Microelectronics Design & Test Symposium (MDTS), 2021 IEEE. :1-6 May, 2021
Subject
Bioengineering
Communication, Networking and Broadcast Technologies
Components, Circuits, Devices and Systems
Computing and Processing
Engineering Profession
Photonics and Electrooptics
Power demand
Microcontrollers
Feature extraction
Universal Serial Bus
Real-time systems
Malware
Internet of Things
smart plug
power auditing
malware detection
Language
ISSN
2573-7600
Abstract
While Internet of Things (IoT) services are becoming pervasive, the cyber-attacks against IoT devices are in a sharp rise as well. Tailored for IoT devices, a low-cost, universal and real-time malware detection system is proposed that audits the side-channel power consumption data and extracts the distinguishable power features to detect malicious behaviors. In this paper, a new design of smart plug which is a core component of the system is designed, developed and prototyped to enable real-time power data collection, preprocessing and streaming for IoT malware detection on the fly. Our results demonstrate the promising performance of the smart plug in achieving real-time power auditing and high accuracy malware detection.