Learning Enabled Optical Encryption in Complex Scattering Media

Lina Zhou, Yin Xiao, Wen Chen

Research output: Chapter in book / Conference proceedingConference article published in proceeding or bookAcademic researchpeer-review

Abstract

In this paper, we apply deep learning for optical encryption in complex scattering media. Ciphertexts are optically obtained by using an interferometric setup through complex scattering media. After the recording of ciphertext, a designed machine learning model is trained by usage of ciphertexts and their corresponding plaintexts. Then, security keys consist of the optimized parameters and the well-trained machine learning model. Supposing that proper security keys are used in the decryption process, plaintexts can be recovered in real time. One point to be highlighted is that the decryption process in the proposed method is not a directly reverse process of encryption. Moreover, security keys in the proposed method can be updated during the training when there is information leakage. In addition to the optimized parameters and the well-trained learning model, extra parameters can be applied to enhance the security. Robustness of the proposed method has been investigated by the eavesdropping attacks. In optical experiments, it is verified that the proposed method by using machine learning to implement optical encryption in complex scattering media is valid and robust. It is expected that this research work can contribute to optical cryptography schemes.

Original languageEnglish
Title of host publication2021 Photonics and Electromagnetics Research Symposium, PIERS 2021 - Proceedings
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages2846-2850
Number of pages5
ISBN (Electronic)9781728172477
DOIs
Publication statusPublished - Nov 2021
Event2021 Photonics and Electromagnetics Research Symposium, PIERS 2021 - Hangzhou, China
Duration: 21 Nov 202125 Nov 2021

Publication series

NameProgress in Electromagnetics Research Symposium
Volume2021-November
ISSN (Print)1559-9450
ISSN (Electronic)1931-7360

Conference

Conference2021 Photonics and Electromagnetics Research Symposium, PIERS 2021
Country/TerritoryChina
CityHangzhou
Period21/11/2125/11/21

ASJC Scopus subject areas

  • Electrical and Electronic Engineering
  • Electronic, Optical and Magnetic Materials

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