Affiliation:
1. School of Electronic and Information Engineering, Soochow University, Suzhou 215301, China
Abstract
Six-generation (6G) networks will contain a higher density of users, base stations, and communication equipment, which poses a significant challenge to secure communications and collaborations due to the complex network and environment as well as the number of resource-constraint devices used. Trust evaluation is the basis for secure communications and collaborations, providing an access criterion for interconnecting different nodes. Without a trust evaluation mechanism, the risk of cyberattacks on 6G networks will be greatly increased, which will eventually lead to the failure of network collaboration. For the sake of performing a comprehensive evaluation of nodes, this paper proposes a novel multiple role fusion trust evaluation framework that integrates multiple role fusion trust calculation and blockchain-based trust management. In order to take advantage of fused trust values for trust prediction, a neural network fitting method is utilized in the paper. This work further optimizes the traditional trust management framework and utilizes the optimized model for node trust prediction to better increase the security of communication systems. The results show that multiple role fusion has better stability than a single role evaluation network and better performance in anomaly detection and evaluation accuracy.
Subject
Electrical and Electronic Engineering,Biochemistry,Instrumentation,Atomic and Molecular Physics, and Optics,Analytical Chemistry
Reference35 articles.
1. A survey on green 6G network: Architecture and technologies;Huang;IEEE Access,2019
2. 6G Internet of Things: A comprehensive survey;Nguyen;IEEE Internet Things J.,2021
3. Toward 6G networks: Use cases and technologies;Giordani;IEEE Commun. Mag.,2020
4. 6G wireless channel measurements and models: Trends and challenges;Wang;IEEE Veh. Technol. Mag.,2020
5. Abdel Hakeem, S.A., Hussein, H.H., and Kim, H.W. (2022). Security requirements and challenges of 6G technologies and applications. Sensors, 22.