Algorithm for generating secure communication protocol test sequences under hyperparameter optimization of correlation vector machines

Qihua Zhang; Ruyi Qin; Jiajie Yu; Ranran Sun; Yibin Feng; Chao Quan

doi:10.1117/12.3026639

9 February 2024 Algorithm for generating secure communication protocol test sequences under hyperparameter optimization of correlation vector machines

Qihua Zhang, Ruyi Qin, Jiajie Yu, Ranran Sun, Yibin Feng, Chao Quan

Author Affiliations +

Proceedings Volume 13073, Third International Conference on High Performance Computing and Communication Engineering (HPCCE 2023); 130731Q (2024) https://doi.org/10.1117/12.3026639
Event: Third International Conference on High Performance Computing and Communication Engineering (HPCCE 2023), 2023, Changsha, China

Abstract

Secure communication protocols are an important means to ensure the security of information transmission, and test sequence generation algorithms are used to evaluate and verify secure communication protocols. To improve the performance and reliability of secure communication protocols, a correlation vector machine hyperparameter optimization algorithm for generating secure communication protocol test sequences is proposed. We build an FSM model for secure communication protocols, analyze the optimization process of vector machine hyperparameters related to the FSM model, and generate a test sequence for secure communication protocols based on this. The experimental results show that the proposed algorithm performs well in generating secure communication protocol test sequences and can effectively improve the efficiency of generating secure communication protocol test sequences.

(2024) Published by SPIE. Downloading of the abstract is permitted for personal use only.

Citation Download Citation

Qihua Zhang, Ruyi Qin, Jiajie Yu, Ranran Sun, Yibin Feng, and Chao Quan "Algorithm for generating secure communication protocol test sequences under hyperparameter optimization of correlation vector machines", Proc. SPIE 13073, Third International Conference on High Performance Computing and Communication Engineering (HPCCE 2023), 130731Q (9 February 2024); https://doi.org/10.1117/12.3026639

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