Enhanced Physical-Cyber Security in IoT by Energy Auditing

Registration ID: IJNRD_222601

Published ID: IJNRD2405680

DOI: Click Here to Get

E. Satish Babu , B. Sirisha , V. Neha , B. Aadarsh , B. Vijaya Durga

IoT Security, Energy Auditing, Cyber-Physical Security, Deep Learning.

Internet of Things (IoT) are vulnerable to both cyber and physical attacks. Therefore, a cyberphysical security system against different kinds of attacks is in high demand. Traditionally, attacks are detected via monitoring system logs. However, the system logs, such as network statistics, file access records, can be forged. Furthermore, existing solutions mainly target cyber-attacks. This paper proposes the first energy auditing and analytics based IoT monitoring mechanism. To our best knowledge, this is the first attempt to detect and identify IoT cyber and physical attacks based on energy auditing. Using the energy meter readings, we develop a dual deep learning model system, which adaptively learns the system behaviours in a normal condition. Unlike the previous single deep learning models for energy disaggregation, we propose a disaggregation-aggregation architecture. The innovative design makes it possible to detect both cyber and physical attacks. The disaggregation model analyses the energy consumptions of system subcomponents, e.g., CPU, network, disk, etc. to identify cyber-attacks, while the aggregation model detects the physical attacks by characterizing the difference between the measured power consumption and prediction results.

Published Paper   E-Certificate

E. Satish Babu, B. Sirisha, V. Neha, B. Aadarsh, & B. Vijaya Durga (May-2024). Enhanced Physical-Cyber Security in IoT by Energy Auditing. INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT, 9(5), g687-g693. https://ijnrd.org/papers/IJNRD2405680.pdf

Volume 9 Issue 5, May-2024

Pages : g687-g693

Paper Reg. ID: IJNRD_222601

Published Paper Id: IJNRD2405680

Downloads: 000121976

Research Area: Engineering

Country: -, -, India

Published Paper PDF: https://ijnrd.org/papers/IJNRD2405680.pdf

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Journal Name: INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT(IJNRD)

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