An Efficient Chaos-Based Image Encryption Technique Using Bitplane Decay and Genetic Operators
Jazyk angličtina Země Švýcarsko Médium electronic
Typ dokumentu časopisecké články
Grantová podpora
SP2022/60
the Ministry of Education, Youth and Sports, Czech Republic
PubMed
36298400
PubMed Central
PMC9612105
DOI
10.3390/s22208044
PII: s22208044
Knihovny.cz E-zdroje
- Klíčová slova
- CCI map, bitplane slicing, block swapping, logistic map, mutation, scrambling,
- MeSH
- algoritmy MeSH
- operátorové oblasti (genetika) MeSH
- počítačová simulace MeSH
- počítačové zpracování obrazu * metody MeSH
- zabezpečení počítačových systémů * MeSH
- Publikační typ
- časopisecké články MeSH
Social networks have greatly expanded in the last ten years the need for sharing multimedia data. However, on open networks such as the Internet, where security is frequently compromised, it is simple for eavesdroppers to approach the actual contents without much difficulty. Researchers have created a variety of encryption methods to strengthen the security of this transmission and make it difficult for eavesdroppers to get genuine data. However, these conventional approaches increase computing costs and communication overhead and do not offer protection against fresh threats. The problems with current algorithms encourage academics to further investigate the subject and suggest new algorithms that are more effective than current methods, that reduce overhead, and which are equipped with features needed by next-generation multimedia networks. In this paper, a genetic operator-based encryption method for multimedia security is proposed. It has been noted that the proposed algorithm produces improved key strength results. The investigations using attacks on data loss, differential assaults, statistical attacks, and brute force attacks show that the encryption technique suggested has improved security performance. It focuses on two techniques, bitplane slicing and followed by block segmentation and scrambling. The suggested method first divides the plaintext picture into several blocks, which is then followed by block swapping done by the genetic operator used to combine the genetic information of two different images to generate new offspring. The key stream is produced from an iterative chaotic map with infinite collapse (ICMIC). Based on a close-loop modulation coupling (CMC) approach, a three-dimensional hyperchaotic ICMIC modulation map is proposed. By using a hybrid model of multidirectional circular permutation with this map, a brand-new colour image encryption algorithm is created. In this approach, a multidirectional circular permutation is used to disrupt the image's pixel placements, and genetic operations are used to replace the pixel values. According to simulation findings and security research, the technique can fend off brute-force, statistical, differential, known-plaintext, and chosen-plaintext assaults, and has a strong key sensitivity.
Zobrazit více v PubMed
Abdullah A.H., Enayatifar R., Lee M. A hybrid genetic algorithm and chaotic function model for image encryption. Int. J. Electron. Commun. 2012;66:806–816. doi: 10.1016/j.aeue.2012.01.015. DOI
Patro K.A.K., Acharya B. Secure multi–level permutation operation based multiple colour image encryption. J. Inf. Secur. Appl. 2018;40:111–133. doi: 10.1016/j.jisa.2018.03.006. DOI
Hussein A.F., ArunKumar N., Ramirez-Gonzalez G., Abdulhay E., Tavares J.M.R.S., de Albuquerque V.H.C. A medical records managing and securing blockchain based system supported by a Genetic Algorithm and Discrete Wavelet Transform. Cogn. Syst. Res. 2018;52:1–11. doi: 10.1016/j.cogsys.2018.05.004. DOI
Miri A., Faez K. Adaptive image steganography based on transform domain via genetic algorithm. Optik. 2017;145:158–168. doi: 10.1016/j.ijleo.2017.07.043. DOI
Premkumar R., Anand S. Secured permutation and substitution based image encryption algorithm for medical security applications. J. Med. Imaging Health Inform. 2016;6:2012–2018. doi: 10.1166/jmihi.2016.1966. DOI
Choy S.K., Yuen K., Yu C. Fuzzy bit-plane-dependence image segmentation. Signal Process. 2019;154:30–44. doi: 10.1016/j.sigpro.2018.08.010. DOI
Yu C., Li J., Li X., Ren X., Gupta B.B. Four-image encryption scheme based on quaternion Fresnel transform, chaos and computer generated hologram. Multimed. Tools Appl. 2018;77:4585–4608. doi: 10.1007/s11042-017-4637-6. DOI
Nematzadeh H., Enayatifar R., Motameni H., Guimarães F.G., Coelho V.N. Medical image encryption using a hybrid model of modified genetic algorithm and coupled map lattices. Opt. Lasers Eng. 2018;110:24–32. doi: 10.1016/j.optlaseng.2018.05.009. DOI
Kalita K., Mukhopadhyay T., Dey P., Haldar S. Genetic programming-assisted multi-scale optimization for multi-objective dynamic performance of laminated composites: The advantage of more elementary-level analyses. Neural Comput. Appl. 2020;32:7969–7993. doi: 10.1007/s00521-019-04280-z. DOI
Kalita K., Shivakoti I., Ghadai R.K. Optimizing process parameters for laser beam micro-marking using genetic algorithm and particle swarm optimization. Mater. Manuf. Process. 2017;32:1101–1108. doi: 10.1080/10426914.2017.1303156. DOI
Ghadai R.K., Kalita K., Mondal S.C., Swain B.P. Genetically optimized diamond-like carbon thin film coatings. Mater. Manuf. Process. 2019;34:1476–1487. doi: 10.1080/10426914.2019.1594273. DOI
Xu L., Li Z., Li J., Hua W. A novel bit-level image encryption algorithm based on chaotic maps. Opt. Lasers Eng. 2016;78:17–25. doi: 10.1016/j.optlaseng.2015.09.007. DOI
Wang M., Wang X., Zhang Y., Gao Z. A novel chaotic encryption scheme based on image segmentation and multiple diffusion models. Opt. Laser Technol. 2018;108:558–573. doi: 10.1016/j.optlastec.2018.07.052. DOI
Singh R.K., Kumar B., Shaw D.K., Khan D.A. Level by level image compression-encryption algorithm based on quantum chaos map. J. King Saud Univ-Comput. Inf. Sci. 2021;33:844–851. doi: 10.1016/j.jksuci.2018.05.012. DOI
Ramadan N., Ahmed H.H., El-khamy S.E., Abd El-Samie F.E. Permutation-substitution image encryption scheme based on a modified chaotic map in transform domain. J. Cent. S. Univ. 2017;24:2049–2057. doi: 10.1007/s11771-017-3614-6. DOI
Enayatifar R., Abdullah A.H., Isnin I.F. Chaos-based image encryption using a hybrid genetic algorithm and a DNA sequence. Opt. Lasers Eng. 2014;56:83–93. doi: 10.1016/j.optlaseng.2013.12.003. DOI
Abd-El-Hafiz S.K., AbdElHaleem S.H., Radwan A.G. Novel permutation measures for image encryption algorithms. Opt. Lasers Eng. 2016;85:72–83. doi: 10.1016/j.optlaseng.2016.04.023. DOI
Som S., Mitra A., Palit S., Chaudhuri B.B. A Selective Bitplane Image Encryption Scheme Using Chaotic Maps. Multimed. Tools Appl. 2019;78:10373–10400. doi: 10.1007/s11042-018-6539-7. DOI
Chai X., Gan Z., Zhang M. A fast chaos-based image encryption scheme with a novel plain image-related swapping block permutation and block diffusion. Multimed. Tools Appl. 2017;76:15561–15585. doi: 10.1007/s11042-016-3858-4. DOI
Chai X., Gan Z., Yang K., Chen Y., Liu X. An image encryption algorithm based on the memristive hyperchaotic system, cellular automata and DNA sequence operations. Signal Process. Image Commun. 2017;52:6–19. doi: 10.1016/j.image.2016.12.007. DOI
Lin Y., Wu L. Improved Abrasive Image Segmentation Method Based on Bit-plane And Morphological reconstruction. Multimed. Tools Appl. 2019;78:29197–29210. doi: 10.1007/s11042-018-6687-9. DOI
Wang Y., Wong K.-W., Li C., Li Y. A novel method to design S-box based on chaotic map and genetic algorithm. Phys. Lett. A. 2012;376:827–833. doi: 10.1016/j.physleta.2012.01.009. DOI
Zhang Y., Tang Y. A plaintext-related image encryption algorithm based on chaos. Multimed. Tools Appl. 2018;77:6647–6669. doi: 10.1007/s11042-017-4577-1. DOI
Chen H., Miao F., Chen Y., Xiong Y., Chen T. A hyperspectral image classification method using multifeature vectors and optimized KELM. IEEE J. Sel. Top. Appl. Earth Obs. Remote Sens. 2021;14:2781–2795. doi: 10.1109/JSTARS.2021.3059451. DOI
Yin L., Hong P., Zheng G., Chen H., Deng W. A Novel Image Recognition Method Based on DenseNet and DPRN. Appl. Sci. 2022;12:4232. doi: 10.3390/app12094232. DOI
Yao R., Guo C., Deng W., Zhao H. A novel mathematical morphology spectrum entropy based on scale-adaptive techniques. ISA Trans. 2022;126:691–702. doi: 10.1016/j.isatra.2021.07.017. PubMed DOI
Deng W., Yao R., Zhao H., Yang X., Li G. A novel intelligent diagnosis method using optimal LS-SVM with improved PSO algorithm. Soft Comput. 2019;23:2445–2462. doi: 10.1007/s00500-017-2940-9. DOI
Wu D., Wu C. TDGVRPSTW of fresh agricultural products distribution: Considering both economic cost and environmental cost. Appl. Sci. 2021;11:10579. doi: 10.3390/app112210579. DOI
Wu D., Wu C. Research on the Time-Dependent Split Delivery Green Vehicle Routing Problem for Fresh Agricultural Products with Multiple Time Windows. Agriculture. 2022;12:793. doi: 10.3390/agriculture12060793. DOI
Arthi G., Thanikaiselvan V., Amirtharajan R. 4D Hyperchaotic map and DNA encoding combined image encryption for secure communication. Multimed. Tools Appl. 2022;81:15859–15878. doi: 10.1007/s11042-022-12598-5. DOI
Kapinesh G., Sachin Kumaran K., Gayatri K., Mohan T., Thanikaiselvan V., Subashanthini S., Amirtharajan R. New Image Encryption Method using Multiple Chaotic Map Computation and Irregular Diffusion Process. J. Uncertain Syst. 2022;15:2241008. doi: 10.1142/S1752890922410082. DOI
De Dieu N.J., Ruben F.S.V., Nestor T., Zeric N.T., Jacques K. Dynamic analysis of a novel chaotic system with no linear terms and use for DNA-based image encryption. Multimed. Tools Appl. 2022;81:10907–10934. doi: 10.1007/s11042-022-12044-6. DOI
Ramadoss J., Kengne J., Telem A.N.K., Tsafack N., Rajagopal K. Chaos in a novel Wien bridge-based RC chaotic oscillator: Dynamic analysis with application to image encryption. Analog Integr. Circuits Signal Process. 2022;112:495–516. doi: 10.1007/s10470-022-02061-8. DOI
Nestor T., Belazi A., Abd-El-Atty B., Aslam M.N., Volos C., De Dieu N.J., Abd El-Latif A.A. A new 4D hyperchaotic system with dynamics analysis, synchronization, and application to image encryption. Symmetry. 2022;14:424. doi: 10.3390/sym14020424. DOI
Romero F.J., Ohata A., Toral-Lopez A., Godoy A., Morales D.P., Rodriguez N. Memcapacitor and meminductor circuit emulators: A review. Electronics. 2021;10:1225. doi: 10.3390/electronics10111225. DOI
Romero F.J., Toral-Lopez A., Ohata A., Morales D.P., Ruiz F.G., Godoy A., Rodriguez N. Laser-Fabricated reduced graphene oxide memristors. Nanomaterials. 2019;9:897. doi: 10.3390/nano9060897. PubMed DOI PMC
Hao J., Mou J., Xiong L., Zhang Y., Gao X., Sha Y. A novel color image encryption algorithm based on the fractional order laser chaotic system and the DNA mutation principle. Multimed. Tools Appl. 2022;81:559–587. doi: 10.1007/s11042-021-11431-9. DOI
Ramakrishnan B., Tamba V.K., Natiq H., Tsafack A.S.K., Karthikeyan A. Dynamical analysis of autonomous Josephson junction jerk oscillator with cosine interference term embedded in FPGA and investigation of its collective behavior in a network. Eur. Phys. J. B. 2022;95:145. doi: 10.1140/epjb/s10051-022-00398-7. DOI
Qiu H., Xu X., Jiang Z., Sun K., Xiao C. A color image encryption algorithm based on hyperchaotic map and Rubik’s Cube scrambling. Nonlinear Dyn. 2022:1–19. doi: 10.1007/s11071-022-07756-1. DOI
Shang F., Sun K., Cai Y. An efficient MPEG video encryption scheme based on chaotic cipher; Proceedings of the 2008 Congress on Image and Signal Processing; Sanya, China. 27–30 May 2008; pp. 12–16.
Folifack Signing V.R., Fozin Fonzin T., Kountchou M., Kengne J., Njitacke Z.T. Chaotic jerk system with hump structure for text and image encryption using DNA coding. Circuits Syst. Signal Process. 2021;40:4370–4406. doi: 10.1007/s00034-021-01665-1. DOI
Liu P., Zhang T., Li X. A new color image encryption algorithm based on DNA and spatial chaotic map. Multimed. Tools Appl. 2019;78:14823–14835. doi: 10.1007/s11042-018-6758-y. DOI
Ravichandran D., Banu S.A., Murthy B.K., Balasubramanian V., Fathima S., Amirtharajan R. An efficient medical image encryption using hybrid DNA computing and chaos in transform domain. Med. Biol. Eng. Comput. 2021;59:589–605. doi: 10.1007/s11517-021-02328-8. PubMed DOI
Yaghouti Niyat A., Moattar M.H. Color image encryption based on hybrid chaotic system and DNA sequences. Multimed. Tools Appl. 2020;79:1497–1518. doi: 10.1007/s11042-019-08247-z. DOI
Lone P.N., Mir U.H. Image encryption using DNA coding and three-dimensional chaotic systems. Multimed. Tools Appl. 2022;81:5669–5693. doi: 10.1007/s11042-021-11802-2. DOI
Wang X., Xu D. A novel image encryption scheme based on Brownian motion and PWLCM chaotic system. Nonlinear Dyn. 2014;75:345–353. doi: 10.1007/s11071-013-1070-x. DOI
Zhou Y., Cao W., Philip Chen C.L. Image encryption using binary bitplane. Signal Process. 2014;100:197–207. doi: 10.1016/j.sigpro.2014.01.020. DOI
Enayatifar R., Abdullah A.H., Isnin I.F., Altameem A., Lee M. Image encryption using a synchronous permutation-diffusion technique. Opt. Lasers Eng. 2017;90:146–154. doi: 10.1016/j.optlaseng.2016.10.006. DOI