Parameter Optimization Based BPNN of Atmosphere Continuous-Variable Quantum Key Distribution

被引:10
作者
Su, Yu [1 ]
Guo, Ying [2 ]
Huang, Duan [1 ]
机构
[1] Cent South Univ, Sch Comp Sci & Engn, Changsha 410083, Hunan, Peoples R China
[2] Cent South Univ, Sch Automat, Changsha 410083, Hunan, Peoples R China
基金
中国国家自然科学基金;
关键词
continuous variable quantum key distribution; atmosphere turbulence; machine learning; back-propagation neural network; ENTANGLEMENT; TELEPORTATION; PROPAGATION; COHERENT;
D O I
10.3390/e21090908
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
The goal of continuous variable quantum key distribution (CVQKD) is to be diffusely used and adopted in diverse scenarios, so the adhibition of atmospheric channel will play a crucial part in constituting global secure quantum communications. Atmospheric channel transmittance is affected by many factors and does not vary linearly, leading to great changes in signal-to-noise ratio. It is crucial to choose the appropriate modulation variance under different turbulence intensities to acquire the optimal secret key rate. In this paper, the four-state protocol, back-propagation neural network (BPNN) algorithm was discussed in the proposed scheme. We employ BPNN to CVQKD, which could adjust the modulation variance to an optimum value for ensuring the system security and making the system performance optimal. The numerical results show that the proposed scheme is equipped to improve the secret key rate efficiently.
引用
收藏
页数:17
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