Chaotic physical security scheme based on variational auto-encoder for OFDM-PON

Xiaorong Zhu; Bo Liu; Jianxin Ren; Xu Zhu; Yaya Mao; Xiangyu Wu; Mingye Li; Shuaidong Chen; Yu Bai

doi:10.1117/12.2619526

26 July 2022 Chaotic physical security scheme based on variational auto-encoder for OFDM-PON

Xiaorong Zhu, Bo Liu, Jianxin Ren, Xu Zhu, Yaya Mao, Xiangyu Wu, Mingye Li, Shuaidong Chen, Yu Bai

Proceedings Volume 12278, 2021 International Conference on Optical Instruments and Technology: Optical Communication and Optical Signal Processing; 1227803 (2022) https://doi.org/10.1117/12.2619526
Event: 2021 International Conference on Optical Instruments and Technology, 2022, Online Only

Abstract

This paper proposed a novel chaotic physical security scheme based on Variational Auto-Encoder (VAE) for optical frequency division multiplexing-passive optical networks (OFDM-PON). We adopt the deep generative model VAE to generate chaotic sequences for the encryption of OFDM symbols. Different chaotic security schemes are included to improve the key space and sensitivity of chaotic models, thus enhancing the security of the OFDM-PON system. With the training materials of different chaotic security schemes, VAE can learn the complex structure of data distribution in various chaotic models and finally has the ability to generate the key group with a large space. Meanwhile, the benchmark performance of the OFDM system is experimentally investigated in terms of the bit error rate (BER). Moreover, owing to the parallel computing of GPU, the time consumed for training of VAE can be reduced to a large extent, and the time for generation of chaotic sequences via VAE is only 1.38% of that via repeated iteration of equations, which highlights the remarkable reduction in complexity of the chaotic physical security scheme.

Citation Download Citation

Xiaorong Zhu, Bo Liu, Jianxin Ren, Xu Zhu, Yaya Mao, Xiangyu Wu, Mingye Li, Shuaidong Chen, and Yu Bai "Chaotic physical security scheme based on variational auto-encoder for OFDM-PON", Proc. SPIE 12278, 2021 International Conference on Optical Instruments and Technology: Optical Communication and Optical Signal Processing, 1227803 (26 July 2022); https://doi.org/10.1117/12.2619526

ACCESS THE FULL ARTICLE

INSTITUTIONAL
Select your institution to access the SPIE Digital Library.

SELECT YOUR INSTITUTION

PERSONAL
Sign in with your SPIE account to access your personal subscriptions or to use specific features such as save to my library, sign up for alerts, save searches, etc.

PERSONAL SIGN IN

No SPIE Account? Create one

PURCHASE THIS CONTENT

SUBSCRIBE TO DIGITAL LIBRARY

50 downloads per 1-year subscription

Members: $195

Non-members: $335 ADD TO CART

25 downloads per 1 - year subscription

Members: $145

Non-members: $250 ADD TO CART

PURCHASE SINGLE ARTICLE

Includes PDF, HTML & Video, when available

Members: $17.00

Non-members: $21.00 ADD TO CART

PROCEEDINGS
8 PAGES

DOWNLOAD PAPER SAVE TO MY LIBRARY

GET CITATION

RIGHTS & PERMISSIONS

Get copyright permission Get copyright permission on Copyright Marketplace

KEYWORDS

Computer security

Data modeling

Orthogonal frequency division multiplexing

Telecommunications

Network security

Modulation

Optical networks

Show All Keywords

Keywords/Phrases

Search In:

Publication Years