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基于改进型树型奇偶机的密钥交换研究

李西明 王璇 王浩 陈志浩 张民 郭玉彬

计算机与数字工程2024,Vol.52Issue(6):1721-1726,6.
计算机与数字工程2024,Vol.52Issue(6):1721-1726,6.DOI:10.3969/j.issn.1672-9722.2024.06.022

基于改进型树型奇偶机的密钥交换研究

Research on Key Exchange Based on Improved Tree Parity Machine

李西明 1王璇 1王浩 1陈志浩 1张民 2郭玉彬1

作者信息

  • 1. 华南农业大学数学与信息学院 广州 510642
  • 2. 聊城大学计算机学院 聊城 252000
  • 折叠

摘要

Abstract

This paper proposes a key exchange method based on improved tree parity machine.The pseudo-random number generator is used to generate common input vectors for both sides of communication,so as to reduce the amount of data needed in network synchronization.Sliding window based learning rules are used to dynamically change the learning rate,so as to reduce the number of synchronization.Furthermore,an efficient input sequence generation method based on knapsack algorithm and depth first search traversal algorithm is proposed to increase the positive learning probability and accelerate the synchronization speed.The sim-ulation results show that the communication data volume of the improved model is reduced by more than 60%,and the synchroniza-tion time is significantly reduced.

关键词

密钥交换/网络同步/互学习/树型奇偶机(TPM)

Key words

key exchange/network synchronization/mutual learning/tree parity machine(TPM)

分类

建筑与水利

引用本文复制引用

李西明,王璇,王浩,陈志浩,张民,郭玉彬..基于改进型树型奇偶机的密钥交换研究[J].计算机与数字工程,2024,52(6):1721-1726,6.

基金项目

国家自然科学基金项目(编号:61872152,61872409) (编号:61872152,61872409)

2018年广东省农业厅省级乡村振兴战略专项项目(编号:粤农计(2018)54号) (编号:粤农计(2018)

广东省基础与应用基础重大项目(编号:2019B030302008,2020A1515010751) (编号:2019B030302008,2020A1515010751)

广州市科技计划项目(编号:201902010081)资助. (编号:201902010081)

计算机与数字工程

OACSTPCD

1672-9722

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