Color image encryption via Hénon-zigzag map and chaotic restricted Boltzmann machine over Blockchain. (March 2021)
- Record Type:
- Journal Article
- Title:
- Color image encryption via Hénon-zigzag map and chaotic restricted Boltzmann machine over Blockchain. (March 2021)
- Main Title:
- Color image encryption via Hénon-zigzag map and chaotic restricted Boltzmann machine over Blockchain
- Authors:
- Feixiang, Zhao
Mingzhe, Liu
Kun, Wang
Hong, Zhang - Abstract:
- Highlights: A random number generator, chaotic restricted Boltzmann machine (CRBM) is designed. A color image encryption algorithm using the Hénon-zigzag map and CRBM is proposed. Asymmetric image encryption system with tamper detection capability is designed. Abstract: A color image encryption algorithm using the Hénon-zigzag map and chaotic restricted Boltzmann machine (CRBM) is proposed in this paper. The proposed pseudo-random number generator, chaotic restricted Boltzmann machine (CRBM), can simultaneously generate three pseudo-random number sequences. The algorithm includes the permutation phase and the diffusion phase. In the Hénon-zigzag map-based permutation phase, zigzag map is used to modulate two pseudo-random number sequences generated by Hénon map to obtain two new pseudo-random number sequences. The mixing of these two chaotic maps makes the security of the permutation phase significantly improve. Subsequently the two pseudo-random number sequences are used for row permutation and column permutation, respectively. In the diffusion phase, through multiple iterations of CRBM of the 3 × 3 architecture, three pseudo-random number sequences are generated by the state values of three neurons in the visible layer. Then these three pseudo-random number sequences are used for bitxor operation with the R, G and B components of the scrambled image, respectively. A series of numerical experiments and analyses on encrypted images prove that the proposed algorithm is moreHighlights: A random number generator, chaotic restricted Boltzmann machine (CRBM) is designed. A color image encryption algorithm using the Hénon-zigzag map and CRBM is proposed. Asymmetric image encryption system with tamper detection capability is designed. Abstract: A color image encryption algorithm using the Hénon-zigzag map and chaotic restricted Boltzmann machine (CRBM) is proposed in this paper. The proposed pseudo-random number generator, chaotic restricted Boltzmann machine (CRBM), can simultaneously generate three pseudo-random number sequences. The algorithm includes the permutation phase and the diffusion phase. In the Hénon-zigzag map-based permutation phase, zigzag map is used to modulate two pseudo-random number sequences generated by Hénon map to obtain two new pseudo-random number sequences. The mixing of these two chaotic maps makes the security of the permutation phase significantly improve. Subsequently the two pseudo-random number sequences are used for row permutation and column permutation, respectively. In the diffusion phase, through multiple iterations of CRBM of the 3 × 3 architecture, three pseudo-random number sequences are generated by the state values of three neurons in the visible layer. Then these three pseudo-random number sequences are used for bitxor operation with the R, G and B components of the scrambled image, respectively. A series of numerical experiments and analyses on encrypted images prove that the proposed algorithm is more secure than state-of-the-art algorithms. Furthermore, based on the combined use of blockchain and the proposed algorithm, a novel image encryption/decryption system is proposed. The system has two features: asymmetric encryption/decryption of images and authoritative verification of the integrity of encrypted images. It may provide a better understanding of blockchain in digital image encryption. … (more)
- Is Part Of:
- Optics & laser technology. Volume 135(2021)
- Journal:
- Optics & laser technology
- Issue:
- Volume 135(2021)
- Issue Display:
- Volume 135, Issue 2021 (2021)
- Year:
- 2021
- Volume:
- 135
- Issue:
- 2021
- Issue Sort Value:
- 2021-0135-2021-0000
- Page Start:
- Page End:
- Publication Date:
- 2021-03
- Subjects:
- Image encryption -- Chaotic map -- Chaotic restricted Boltzmann machine -- Blockchain
Optics -- Periodicals
Lasers -- Periodicals
Electronic journals
621.366 - Journal URLs:
- http://www.sciencedirect.com/science/journal/00303992 ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.optlastec.2020.106610 ↗
- Languages:
- English
- ISSNs:
- 0030-3992
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 6273.440000
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