Full duplex end-to-end automatic encoder communication system and anti-eavesdropping method thereof

An automatic encoder and communication system technology, which is applied in the directions of duplex signal operation, secure communication, transmission system, etc., can solve problems such as the degradation of decoding performance of malicious eavesdropping nodes, reduce classification accuracy, reduce disturbance, and protect safe transmission. Effect

Active Publication Date: 2021-03-09
HOHAI UNIV CHANGZHOU
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AI Technical Summary

Problems solved by technology

When there are malicious eavesdropping nodes based on autoencoders in the communication network, in order to reduce the eavesdropping ability of malicious nodes, dist

Method used

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  • Full duplex end-to-end automatic encoder communication system and anti-eavesdropping method thereof
  • Full duplex end-to-end automatic encoder communication system and anti-eavesdropping method thereof
  • Full duplex end-to-end automatic encoder communication system and anti-eavesdropping method thereof

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Embodiment 1

[0044] Such as Figure 1-2 As shown, the system model of Embodiment 1 is composed of the transmitter Alice, the legitimate receiver Bob, and the bug Eve. Alice is equipped with a transmitting antenna, and Bob is equipped with two antennas, one for receiving and the other for receiving, namely In full-duplex mode, Eve is equipped with a receiving antenna. Considering Bob's knowledge of Eve's network structure, we investigate and analyze two situations: (1) Eve and Bob use the same network structure; (2) Eve and Bob have different network structures. For the first case, both Bob and Alice adopt DNN-based decoder structures. For the second case, Bob uses a DNN-based decoder network structure, while Eve uses a CNN-based decoder network structure. The structures of the two networks are shown in Table 1 in detail. The additive white Gaussian noise (AWGN) channel between the sender Alice and the legal receiver Bob is represented by a simple noise floor with a variance of 1.

[00...

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Abstract

The invention provides a full-duplex end-to-end automatic encoder communication system and an anti-eavesdropping method thereof, the full-duplex end-to-end automatic encoder communication system comprises a transmitter, a legal receiver and an eavesdropper, confidential information transmitted by the transmitter is transmitted to a wireless channel after being encoded by a multilayer neural network and a normalization layer; additive white Gaussian noise and an anti-disturbance signal in a wireless channel are added by a noise layer, and a confidential signal is decoded from a signal reachinga legal receiver through a multi-layer neural network and a softmax activation layer. Classification precision of the tapping network can be greatly reduced with relatively low power, so that the biterror rate of the tapping is greatly increased, and safe transmission of information between legal nodes is effectively protected; according to the full-duplex legal receiver, on one hand, disturbanceof a loop-back channel is reduced through an interference elimination method, and on the other hand, training is carried out through an adversarial training method, so that the legal receiver can resist self-disturbance from the loop-back channel, and therefore it is guaranteed that the bit error rate of the legal receiver cannot be increased due to self-disturbance.

Description

technical field [0001] The invention relates to an anti-eavesdropping method of a full-duplex end-to-end automatic encoder communication system, belonging to the technical field of wireless communication physical layer security transmission. Background technique [0002] Due to the broadcast and openness of wireless channels, secure communication encounters great challenges. Different from key-based encryption technology, physical layer security based on information theory fully utilizes the inherent characteristics of wireless channels to enhance security performance. In order to improve the security rate of information transmission, the eavesdropping of malicious nodes can be interfered to a certain extent through techniques such as artificial noise and cooperative interference. At present, it is typical that the full-duplex receiver sends interference noise to increase the security capacity and improve the security performance. However, the legal receiver itself will be...

Claims

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Application Information

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IPC IPC(8): H04K1/10H04K3/00H04B17/336H04B17/391H04L5/14
CPCH04K1/10H04K3/80H04B17/336H04B17/391H04L5/14Y02D30/70
Inventor 邓志祥桑倩苗红霞蔡昌春
Owner HOHAI UNIV CHANGZHOU
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