Research on network security algorithms in distributed computing environment

JianCheng Li; Qiang Wan; ZhiPeng Yu

doi:10.1117/12.3013750

29 November 2023 Research on network security algorithms in distributed computing environment

JianCheng Li, Qiang Wan, ZhiPeng Yu

Proceedings Volume 12937, International Conference on Internet of Things and Machine Learning (IoTML 2023); 129370E (2023) https://doi.org/10.1117/12.3013750
Event: International Conference on Internet of Things and Machine Learning (IoTML 2023), 2023, Singapore, Singapore

Abstract

Distributed computing is a resource-centric computing paradigm. It connects all devices with computing capabilities and utilizes idle computing resources in the network to divide and complete computing tasks. Distributed computing provides services to users through collaboration and sharing of computing nodes. The nodes can be task publishers and service providers. Due to its unique architectural advantages, distributed computing plays a huge advantage in the application of the Internet of Things. There are network security issues such as identity authentication and data transmission in decentralized computing. In response to these problems, this paper studies network security issues and algorithm models in a distributed computing environment. This article analyzes in detail the factors of security threats and control costs, and builds an algorithm model that combines continuous identity authentication with security threat assessment. Based on the characteristics of network attacks, a security threat assessment model based on the transmission mechanism of infectious diseases is constructed, the network security threat index is monitored in real time, and a multi-factor continuous identity authentication algorithm model is proposed. Experimental verification results show that this algorithm model can significantly reduce the proportion of malicious nodes in the network under steady state.

(2023) Published by SPIE. Downloading of the abstract is permitted for personal use only.

Citation Download Citation

JianCheng Li, Qiang Wan, and ZhiPeng Yu "Research on network security algorithms in distributed computing environment", Proc. SPIE 12937, International Conference on Internet of Things and Machine Learning (IoTML 2023), 129370E (29 November 2023); https://doi.org/10.1117/12.3013750

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KEYWORDS

Distributed computing

Network security

Computer security

Clouds

Computer architecture

Cloud computing

Data transmission

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