The 21st Asia-Pacific Network Operations and Management Symposium (APNOMS 2020)
2020/11/19
【Awardee】
Nguyen An Hung (Department: Functional Control Systems／GRADE: 3rd year in PhD course), Thomas Silverston (Associate Professor, SIT Research Institute), Taku Yamazaki (Assistant Professor, Department of Electronic Information Systems), Takumi Miyoshi (Professor, Department of Electronic Information Systems)
【Faculty supervisor】
Takumi Miyoshi (Department of Electronic Information Systems)
【Conference】
The 21st Asia-Pacific Network Operations and Management Symposium (APNOMS 2020)
【Award】
Best Paper Award
【Research theme or presentation title】
Entropy-based IoT Devices Identification
Nguyen An Hung (Department: Functional Control Systems／GRADE: 3rd year in PhD course), Thomas Silverston (Associate Professor, SIT Research Institute), Taku Yamazaki (Assistant Professor, Department of Electronic Information Systems), Takumi Miyoshi (Professor, Department of Electronic Information Systems)
【Faculty supervisor】
Takumi Miyoshi (Department of Electronic Information Systems)
【Conference】
The 21st Asia-Pacific Network Operations and Management Symposium (APNOMS 2020)
【Award】
Best Paper Award
【Research theme or presentation title】
Entropy-based IoT Devices Identification
We present a new method to identify IoT devices based on traffic entropy. We compute the entropy values of traffic features and we rely on Machine Learning algorithms to classify the traffic. Our method succeeds
in identifying devices under various network conditions with performances up to 94% in all cases. Our method is also robust to unpredictable network behavior with anomalies spreading into the network.
We expect our research will help us to better understand the characteristics of IoT devices. Besides, we also hope that our research contributes somewhat to enhancing the security of the IoT network in general and smart home in particular.
For future work, we are improving our method to get a higher accuracy and expanding the scope of research with 欧洲杯足彩app下载_欧洲杯下注平台-【直播*网站】 quantity and type of IoT devices.
Contact
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