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Published on: December 15, 2023
A Novel Edge-Based Trust Management System for the Smart City Environment Using Eigenvector Analysis
G Nagarajan1, Serin V Simpson2, K Venkatachalam3
1Department of Computer Science and Engineering, Sathyabama Institute of Science and Technology, Chennai, India.
This study introduces an Edge-based Trust Management System (E-TMS) using Eigenvector analysis to enhance security in Internet of Things (IoT) smart cities. E-TMS accurately identifies and removes malicious data, improving network resilience and throughput.
Area of Science:
- * Cybersecurity
- * Network Security
- * Internet of Things (IoT)
Background:
- * Existing trust management systems in IoT environments often rely on direct trust ratings, making them vulnerable to malicious data.
- * Security threats in smart city IoT deployments necessitate robust trust evaluation mechanisms.
Purpose of the Study:
- * To propose an Edge-based Trust Management System (E-TMS) for secure IoT environments.
- * To enhance trust computation by eliminating false contributions from malicious devices.
- * To improve the accuracy of identifying compromised IoT devices.
Main Methods:
- * Implementation of an edge-assisted, two-level trust computation approach.
- * Utilization of Eigenvector properties for trust analysis and identification of compromised devices.
- * Generation of a spectral matrix to scale trust values based on device contributions.
Main Results:
- * E-TMS effectively identifies and removes false contributions from aggregated trust data.
- * Eigenvector analysis accurately distinguishes between legitimate and malicious IoT devices, avoiding false detections.
- * The system achieves higher throughput and network resilience compared to existing methods.
Conclusions:
- * The proposed E-TMS provides a reliable method for secure trust evaluation in IoT smart cities.
- * Edge computing integration enhances the accuracy and efficiency of trust management.
- * E-TMS demonstrates superior performance in securing IoT networks against malicious attacks.
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