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A Parallel Color Image Encryption Algorithm Based on a 2-D Logistic-Rulkov Neuron Map
Abstract
Images are widely used in social networks, necessitating efficient and secure transmission, especially in bandwidth-constrained environments. This article aims to develop a color image encryption algorithm that enhances security while optimizing computational efficiency. A novel parallel color image encryption algorithm based on the 2-D logistic-Rulkov neuron map (2D-LRNM) is proposed. In this approach, the three channels of the color image are first separated. Cross-channel information interaction is introduced to form three new channels, which are then processed in parallel. During the encryption process of each channel, a block-wise parallel encryption mechanism is applied, ensuring simultaneous encryption of each block. This block-wise strategy effectively leverages parallel computing resources and balances the task load. To meet the demand for a large number of keystreams during encryption, the 2D-LRNM is introduced. It combines the simplicity and chaotic properties of the Logistic map with the multitimescale dynamics and neurodynamic behaviors of the Rulkov map. By overcoming the dimensional limitations inherent in the single Logistic map, this approach extends the system to a 2-D framework, significantly increasing the complexity of chaotic behavior and improving its unpredictability. Experimental results demonstrate that the proposed encryption algorithm achieves high security and reduces computation time by approximately 83.3%.
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“These findings indicate that FPGA-based data possess strong characteristics in terms of complexity measures, comparable to systems based on chaotic maps reported in the literature (Gao et al. 2025b(Gao et al. , 2025c)).”
From A novel deep learning-based statistical randomness evaluation test methodology for cryptographic applications (2025) · cites this paper as Gao et al. 2025c
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Metadata
- Authors
- Gao, S., Zhang, Z., Iu, H. H.-C., Ding, S., Mou, J., Erkan, U., Toktas, A., Li, Q., Wang, C., & Cao, Y.
- Affiliations
- Dalian Polytechnic University (CN)
- The University of Western Australia (AU)
- Dalian University of Technology (CN)
- Karamanoğlu Mehmetbey University (TR)
- Department of Artificial Intelligence and Data Engineering, Engineering Faculty, Ankara University, Ankara, Türkiye
- Qilu University of Technology (CN)
- ORCID
- Venue
- IEEE Internet of Things Journal
- Published
- 2025-06-01
- Volume
- 12
- Issue
- 11
- Pages
- 18115-18124
- ISSN
- 2327-4662 (ISSN-L)
- 2372-2541
- OpenAlex
- W4407304478
- Cited by
- 168
- References
- 40
- Citations by year
- 2026: 65 · 2025: 103
- FWCI
- 50.84
- Type
- journal article
- Language
- en
- Open access
- closed
- Licence
- Locations
- IEEE Internet of Things Journal (publishedVersion)
- UWA Profiles and Research Repository (UWA) (submittedVersion)
- Funders
- Liaoning Provincial Science and Technology Plan Joint Project (2024-MSLH-033)
- Technological Innovation Projects in the Field of Artificial Intelligence in Liaoning Province (2023JH26/10300011)
- Topics
- Physical Sciences › Computer Science › Computer Vision and Pattern Recognition › Chaos-based Image/Signal Encryption
- Physical Sciences › Computer Science › Artificial Intelligence › Computer Science and Engineering
- Physical Sciences › Computer Science › Computer Vision and Pattern Recognition › Advanced Steganography and Watermarking Techniques
- Keywords
- color image encryption, chaotic maps, parallel encryption, keystream generation, computational efficiency, secure image transmission
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
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