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基于储层计算的混沌同步实现安全通信。

Secure Communication via Chaotic Synchronization Based on Reservoir Computing.

作者信息

Liu Jiayue, Zhang Jianguo, Wang Yuncai

出版信息

IEEE Trans Neural Netw Learn Syst. 2024 Jan;35(1):285-299. doi: 10.1109/TNNLS.2022.3173516. Epub 2024 Jan 4.

Abstract

Information security occupies a very important part of national security. Chaos communication can provide high-level physical layer security, but its harsh claims on the chaotic system parameters of the transmitter and the receiver resulting in reduced synchronization coefficient and more difficult consistent synchronization of point to multipoint networking. In this article, a chaotic synchronization and communication system based on reservoir computing (RC) has been proposed. In this scheme, the trained RC highly synchronized with the emitter acts as the receiver with simplified structure under the premise of ensuring safety. Simultaneously, the cross-prediction algorithm has been proposed to weaken the accumulation effect of prediction synchronization error of RC and facilitate the realization of long-term communication. Furthermore, the tolerance of the system performance to the signal-to-noise ratio with the variations of the mask coefficients has been investigated, and the optimal operation point under the condition of the adjustable number of nodes and leakage rate of RC has been numerically analyzed. The simulation results show that the normalized mean-square error of synchronization of 10-6 magnitude and the bit error rate of decryption at 10-8 level can be obtained. Finally, from the operational perspective, a 100-m short-distance experiment confirms that its communication performance is consistent with the simulation results. We strongly believe that the proposed system offers the opportunity of a new research direction in chaotic secure communications.

摘要

信息安全在国家安全中占据着非常重要的部分。混沌通信可以提供高级别的物理层安全,但其对发射机和接收机的混沌系统参数要求苛刻,导致同步系数降低,并且在点对多点组网时更难实现一致同步。在本文中,提出了一种基于回声状态网络(RC)的混沌同步与通信系统。在该方案中,经过训练且与发射端高度同步的RC在确保安全的前提下,作为结构简化的接收机。同时,提出了交叉预测算法来削弱RC预测同步误差的累积效应,便于实现长期通信。此外,研究了系统性能对随着掩码系数变化的信噪比的容忍度,并对RC节点数量和泄漏率可调条件下的最优工作点进行了数值分析。仿真结果表明,可以获得10^-6量级的同步归一化均方误差和10^-8水平的解密误码率。最后,从实际运行角度来看,一个100米的短距离实验证实了其通信性能与仿真结果一致。我们坚信,所提出的系统为混沌安全通信提供了一个新的研究方向。

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