Skip to main content
Log in

Dynamic analysis of a novel chaotic system with no linear terms and use for DNA-based image encryption

  • Published:
Multimedia Tools and Applications Aims and scope Submit manuscript

Abstract

The present paper proposes the design of a new image encryption scheme based jointly on DNA coding and the chaotic sequence generated by a new 3D chaotic system without linear terms. The mathematical model of the proposed system is built from Sprott B system by introducing a quadratic nonlinearity in each linear term of the system except the constant term. This modification is done with the aim to build a very simple chaotic system without linear terms and with stylish mathematical expression. The system is analyzed in-depth to show its complex dynamics. This contribution also shows the possibility of the sequences of such types of oscillators without linear term to efficiently encrypt images. Thus, based jointly on the special randomness generated by this system with no linear terms and DNA encoding, a robust cryptosystem is proposed. The feasibility and robustness of the proposed image encryption scheme are evaluated by several security tests such as statistical and differential analysis, occlusion, and data loss attack as well as brute force attack. Thus, the technique achieved correlations close to zero, entropy values greater than 7.99, and key space greater than 2100. Besides, differential analysis shows that NPCR and UACI are greater than 99.60% and 33%, respectively. Furthermore, the quantitative analyzes of occlusion and data loss attacks as well as the results of comparison with some benchmark algorithms prove the efficiency and security of the proposed cryptosystem. To the best of author’s knowledge, none of the chaotic systems above mentioned without linear terms has been applied in the field of image encryption. Therefore, this contribution promotes the evolution of nonlinear science and its applications in image encryption using DNA coding.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4
Fig. 5
Fig. 6
Fig. 7
Fig. 8
Fig. 9
Fig. 10
Fig. 11
Fig. 12
Fig. 13
Fig. 14
Fig. 15

Similar content being viewed by others

References

  1. Abd-El-Atty B, Abd El-Latif AA, Venegas-Andraca SE (2019) An encryption protocol for NEQR images based on one-particle quantum walks on a circle. Quantum Inf Process 18(9):1–26

    Article  Google Scholar 

  2. Abd-El-Hafiz SK, Radwan AG, Haleem SHA, Barakat ML (2014) A fractal-based image encryption system. IET Image Process 8(12):742–752

    Article  Google Scholar 

  3. Adleman LM (1994) Molecular computation of solutions to combinatorial problems. Science 266(5187):1021–1024

    Article  Google Scholar 

  4. Amani HR, Yaghoobi M (2019) A new approach in adaptive encryption algorithm for color images based on DNA sequence operation and hyper-chaotic system. Multimed Tools Appl 78(15):21537–21556

    Article  Google Scholar 

  5. Baptista MS (1998) Cryptography with chaos. Phys Lett A 240 (1-2):50–54

    Article  MathSciNet  MATH  Google Scholar 

  6. Biham E, Shamir A (1991) Differential cryptanalysis of DES-like cryptosystems. J Cryptol 4(1):3–72

    Article  MathSciNet  MATH  Google Scholar 

  7. Cavusoglu U, Akgul A, Kacar S, Pehlivan I, Zengin A (2016) A novel chaosbased encryption algorithm over TCP data packet for secure communication. Secur Commun Netw 9(11):1285–1296

    Article  Google Scholar 

  8. Cavusoglu U, Panahi S, Akgul A, Jafari S, Kacar S (2019) A new chaotic system with hidden attractor and its engineering applications: analog circuit realization and image encryption. Analog Integr Circ Sig Process 98(1):85–99

    Article  Google Scholar 

  9. Chai X, Chen Y, Broyde L (2017) A novel chaos-based image encryption algorithm using DNA sequence operations. Opt Lasers Eng 88:197–213

    Article  Google Scholar 

  10. Chai X, Gan Z, Yuan K, Chen Y, Liu X (2019) A novel image encryption scheme based on DNA sequence operations and chaotic systems. Neural Comput Applic 31(1):219–237

    Article  Google Scholar 

  11. Chen HK, Lee CI (2004) Anti-control of chaos in rigid body motion. Chaos, Solitons and Fractals 21(4):957–965

    Article  MathSciNet  MATH  Google Scholar 

  12. Chen Y, Wang J, Chen X, Sangaiah AK, Yang K, Cao Z (2019) Image super-resolution algorithm based on dual-channel convolutional neural networks. Appl Sci 9(11):2316

    Article  Google Scholar 

  13. Cicek I, Pusane AE, Dundar G (2014) A new dual entropy core true random number generator. Analog Integr Circ Sig Process 81(1):61–70

    Article  Google Scholar 

  14. Djimasra F, Nkapkop JDD, Tsafack N, Kengne J, Effa JY, Boukabou A, Bitjoka L (2021) Robust cryptosystem using a new hyperchaotic oscillator with stricking dynamic properties. Multimed Tools Appl, 1–17

  15. Doubla IS, Njitacke ZT, Ekonde S, Tsafack N, Nkapkop JDD, Kengne J (2021) Multistability and circuit implementation of tabu learning two-neuron model: application to secure biomedical images in ioMT. Neural Comput Applic, 1–29

  16. Faragallah OS (2015) Efficient confusion–diffusion chaotic image cryptosystem using enhanced standard map. SIViP 9(8):1917–1926

    Article  Google Scholar 

  17. Grigorenko I, Grigorenko E (2003) Chaotic dynamics of the fractional Lorenz system. Phys Rev Lett 91(3):034101

    Article  Google Scholar 

  18. Guesmi R, Farah MAB, Kachouri A, Samet M (2016) A novel chaos-based image encryption using DNA sequence operation and Secure Hash Algorithm SHA-2. Nonlinear Dyn 83(3):1123–1136

    Article  MathSciNet  MATH  Google Scholar 

  19. Habutsu T, Nishio Y, Sasase I, Mori S (1991) A secret key cryptosystem by iterating a chaotic map. In: Workshop on the theory and application of of cryptographic techniques. Springer, Berlin, pp 127–140

  20. Hsieh JY, Hwang CC, Wang AP, Li W.J. (1999) Controlling hyperchaos of the Rossler system. Int J Control 72(10):882–886

    Article  MATH  Google Scholar 

  21. Hu T, Liu Y, Gong LH, Ouyang CJ (2017) An image encryption scheme combining chaos with cycle operation for DNA sequences. Nonlinear Dynamics 87(1):51–66

    Article  Google Scholar 

  22. Hua Z, Zhou Y, Pun CM, Chen CP (2015) 2D Sine Logistic modulation map for image encryption. Inform Sci 297:80–94

    Article  Google Scholar 

  23. Huang X, Ye G (2014) An image encryption algorithm based on hyper-chaos and DNA sequence. Multimed Tools Appl 72(1):57–70

    Article  Google Scholar 

  24. Jithin KC, Sankar S. (2020) Colour image encryption algorithm combining Arnold map, DNA sequence operation, and a Mandelbrot set. J Inf Secur Appl 50:102428

    Google Scholar 

  25. Kadir A, Hamdulla A, Guo WQ (2014) Color image encryption using skew tent map and hyper chaotic system of 6th-order CNN. Optik 125(5):1671–1675

    Article  Google Scholar 

  26. Kengne J, Jafari S, Njitacke ZT, Khanian MYA, Cheukem A (2017) Dynamic analysis and electronic circuit implementation of a novel 3D autonomous system without linear terms. Commun Nonlinear Sci Numer Simul 52:62–76

    Article  MATH  Google Scholar 

  27. Kengne J, Njitacke ZT, Fotsin HB (2016) Dynamical analysis of a simple autonomous jerk system with multiple attractors. Nonlinear Dyn 83 (1):751–765

    Article  MathSciNet  Google Scholar 

  28. Kengne LK, Pone JRM, Tagne HTK, Kengne J (2020) Dynamics, control and symmetry breaking aspects of a single Opamp-based autonomous LC oscillator. AEU-International Journal of Electronics and Communications 118:153146

    Google Scholar 

  29. Kengne J, Signing VF, Chedjou JC, Leutcho GD (2018) Nonlinear behavior of a novel chaotic jerk system: antimonotonicity, crises, and multiple coexisting attractors. Int J Dyn Control 6(2):468–485

    Article  MathSciNet  Google Scholar 

  30. Kennedy MP (1994) Chaos in the Colpitts oscillator. IEEE Transactions on circuits and systems I: Fundamental Theory and Applications 41 (11):771–774

    Article  Google Scholar 

  31. King OD, Gaborit P (2007) Binary templates for comma-free DNA codes. Discret Appl Math 155(6-7):831–839

    Article  MathSciNet  MATH  Google Scholar 

  32. Kountchou M, Signing VF, Mogue RT, Kengne J, Louodop P (2020) Complex dynamic behaviors in a new Colpitts oscillator topology based on a voltage comparator. AEU-Int J Electron Commun 116:153072

    Article  Google Scholar 

  33. Leutcho GD, Kengne J (2018) A unique chaotic snap system with a smoothly adjustable symmetry and nonlinearity: chaos, offset-boosting, antimonotonicity, and coexisting multiple attractors. Chaos Solit Fractals 113:275–293

    Article  MathSciNet  Google Scholar 

  34. Li S, Chen G, Zheng X (2006) Chaos-based encryption for digital image and video. In: Multimedia encryption and authentication techniques and applications, Auerbach Publications, pp 129–163

  35. Li C, Sprott JC, Yuan Z, Li H (2015) Constructing chaotic systems with total amplitude control. International Journal of Bifurcation and Chaos 25(10):1530025

    Article  MathSciNet  MATH  Google Scholar 

  36. Li Y, Wang C, Chen H (2017) A hyper-chaos-based image encryption algorithm using pixel-level permutation and bit-level permutation. Opt Lasers Eng 90:238–246

    Article  Google Scholar 

  37. Liao X (2019) A novel robust dual diffusion/confusion encryption technique for color image based on Chaos, DNA and SHA-2. Multimed Tools Appl, 78(2)

  38. Liu H, Wang X (2012) Image encryption using DNA complementary rule and chaotic maps. Appl Soft Comput 12(5):1457–1466

    Article  Google Scholar 

  39. Luo Y, Qin J, Xiang X, Tan Y, Liu Q, Xiang L (2020) Coverless real-time image information hiding based on image block matching and dense convolutional network. J Real-Time Image Proc 17(1):125–135

    Article  Google Scholar 

  40. Ma K, Teng L, Wang X, Meng J (2021) Color image encryption scheme based on the combination of the fisher-yates scrambling algorithm and chaos theory. Multimed Tools Appl, 1–21

  41. Mahalakshmi B, Deshmukh G, Murthy VN (2019) Image encryption method using differential expansion technique, AES and RSA algorithm. In: 2019 Fifth international conference on image information processing (ICIIP), IEEE, pp 363–366

  42. Mao Y, Chen G, Lian S (2004) A novel fast image encryption scheme based on 3D chaotic baker maps. International Journal of Bifurcation and Chaos 14(10):3613–3624

    Article  MathSciNet  MATH  Google Scholar 

  43. Mobayen S, Kingni ST, Pham VT, Nazarimehr F, Jafari S (2018) Analysis, synchronisation and circuit design of a new highly nonlinear chaotic system. Int J Syst Sci 49(3):617–630

    Article  MathSciNet  MATH  Google Scholar 

  44. Nestor T, De Dieu NJ, Jacques K, Yves EJ, Iliyasu AM, El-Latif A, Ahmed A (2020) A multidimensional hyperjerk oscillator: dynamics analysis, analogue and embedded systems implementation, and its application as a cryptosystem. Sensors 20(1):83

    Article  Google Scholar 

  45. Nkapkop JDD, Effa JY, Borda M, Terebes R (2015) A novel fast and secure chaos-based algorithm for image encryption. In: International conference for information technology and communications. Springer, Cham, pp 87–101

  46. Norouzi B, Seyedzadeh SM, Mirzakuchaki S, Mosavi MR (2015) A novel image encryption based on row-column, masking and main diffusion processes with hyper chaos. Multimed Tools Appl 74(3):781–811

    Article  MATH  Google Scholar 

  47. Ozkaynak F, Ozer AB, Yavuz S (2013) Security analysis of an image encryption algorithm based on chaos and DNA encoding. In: 2013 21st signal processing and communications applications conference (SIU), IEEE pp 1–4

  48. Pak C, Huang L (2017) A new color image encryption using combination of the 1D chaotic map. Signal Process 138:129–137

    Article  Google Scholar 

  49. Patidar V, Sud KK (2005) Bifurcation and chaos in simple jerk dynamical systems. Pramana 64(1):75–93

    Article  Google Scholar 

  50. Pham VT, Jafari S, Volos C, Fortuna L (2019) Simulation and experimental implementation of a line–equilibrium system without linear term. Chaos Solit Fractals 120:213–221

    Article  MathSciNet  Google Scholar 

  51. Prakash P, Rajagopal K, Koyuncu I, Singh JP, Alcin M, Roy BK, Tuna M (2020) A novel simple 4-d hyperchaotic system with a saddle-point index-2 equilibrium point and multistability: design and FPGA-based applications. Circuits Syst Signal Process, 1–22

  52. Ray A, Potnis A, Dwivedy P, Soofi S, Bhade U (2017) Comparative study of AES, RSA, genetic, affine transform with XOR operation, and watermarking for image encryption. In: 2017 international conference on recent innovations in signal processing and embedded systems (RISE), IEEE, pp 274–278

  53. Sheu LJ, Chen HK, Chen JH, Tam LM, Chen WC, Lin KT, Kang Y (2008) Chaos in the Newton–Leipnik system with fractional order. Chaos Solit Fractals 36(1):98–103

    Article  MathSciNet  MATH  Google Scholar 

  54. Signing VF, Kengne J, Pone JM (2019) Antimonotonicity, chaos, quasi-periodicity and coexistence of hidden attractors in a new simple 4-D chaotic system with hyperbolic cosine nonlinearity. Chaos Solit Fractals 118:187–198

    Article  MathSciNet  MATH  Google Scholar 

  55. Signing VR, Mogue RL, Kengne J, Kountchou M (2021) Dynamic phenomena of a financial hyperchaotic system and DNA sequences for image encryption. Multimed Tools Appl, 1–35

  56. Sprott JC (2000) Simple chaotic systems and circuits. Am J Phys 68(8):758–763

    Article  Google Scholar 

  57. Tapche RW, Njitacke ZT, Kengne J, Pelap FB (2020) Complex dynamics of a novel 3D autonomous system without linear terms having line of equilibria: coexisting bifurcations and circuit design. Analog Integr Circ Sig Process 103(1):57–71

    Article  Google Scholar 

  58. Tong XJ, Wang Z, Zhang M, Liu Y, Xu H, Ma J (2015) An image encryption algorithm based on the perturbed high-dimensional chaotic map. Nonlinear Dyn 80(3):1493–1508

    Article  MathSciNet  MATH  Google Scholar 

  59. Tsafack N, Iliyasu AM, De Dieu NJ, Zeric NT, Kengne J, Abd-El-Atty B, Akram B, Abd EL-Latif AA (2021) A memristive RLC oscillator dynamics applied to image encryption. J Inform Secur Applic 61:102944

    Google Scholar 

  60. Tsafack N, Kengne J (2019) Multiple coexisting attractors in a generalized Chua’s circuit with a smoothly adjustable symmetry and nonlinearity. J Phys Math 10(298):0902–2090

    Google Scholar 

  61. Tsafack N, Kengne J, Abd-El-Atty B, Iliyasu AM, Hirota K, Abd EL-Latif AA (2020) Design and implementation of a simple dynamical 4-D chaotic circuit with applications in image encryption. Inf Sci 515:191–217

    Article  MATH  Google Scholar 

  62. Tsafack N, Sankar S, Abd-El-Atty B, Kengne J, Jithin KC, Belazi A, Mehmood I, Bashir AK, Song OY, Abd El-Latif AA (2020) A new chaotic map with dynamic analysis and encryption application in internet of health things. IEEE Access 8:137731–137744

    Article  Google Scholar 

  63. Wang X, Guo K (2014) A new image alternate encryption algorithm based on chaotic map. Nonlinear Dynamics 76(4):1943–1950

    Article  MATH  Google Scholar 

  64. Wang X, Li B, Wang Y, Lei J, Xue J (2021) An efficient batch images encryption method based on DNA encoding and PWLCM. Multimed Tools Appl 80(1):943–971

    Article  Google Scholar 

  65. Wang X, Liu C (2017) A novel and effective image encryption algorithm based on chaos and DNA encoding. Multimed Tools Appl 76(5):6229

    Article  Google Scholar 

  66. Wang X, Liu C, Zhang H (2016) An effective and fast image encryption algorithm based on Chaos and interweaving of ranks. Nonlinear Dyn 84 (3):1595–1607

    Article  MathSciNet  MATH  Google Scholar 

  67. Wang X, Wang Y, Zhu X, Unar S (2019) I mage encryption scheme based on Chaos and DNA plane operations. Multimed Tools Appl 78 (18):26111–26128

    Article  Google Scholar 

  68. Wang X, Xue W, An J (2021) Image encryption algorithm based on LDCML and DNA coding sequence. Multimed Tools Appl 80(1):591–614

    Article  Google Scholar 

  69. Watson JD, Crick FH (2010) 1953. A structure for deoxyribose nucleic acid. In: A century of nature, University of Chicago Press, pp 82–84

  70. Wei X, Guo L, Zhang Q, Zhang J, Lian S (2012) A novel color image encryption algorithm based on DNA sequence operation and hyper-chaotic system. J Syst Softw 85(2):290–299

    Article  Google Scholar 

  71. Wu X, Hu H, Zhang B (2004) Parameter estimation only from the symbolic sequences generated by chaos system. Chaos Solit Fractals 22(2):359–366

    Article  MATH  Google Scholar 

  72. Xiao G, Lu M, Qin L, Lai X (2006) New field of cryptography: DNA cryptography. Chin Sci Bull 51(12):1413–1420

    MathSciNet  MATH  Google Scholar 

  73. Xie T, Liu Y, Tang J (2014) Breaking a novel image fusion encryption algorithm based on DNA sequence operation and hyper-chaotic system. Optik 125 (24):7166–7169

    Article  Google Scholar 

  74. Xu Y, Wang Y (2014) A new chaotic system without linear term and its impulsive synchronization. Optik 125(11):2526–2530

    Article  Google Scholar 

  75. Zareai D, Balafar M, Derakhshi MRF (2021) A new Grayscale image encryption algorithm composed of logistic mapping, Arnold cat, and image blocking. Multimed Tools Appl 80(12):18317–18344

    Article  Google Scholar 

  76. Zefreh EZ (2020) An image encryption scheme based on a hybrid model of DNA computing, chaotic systems and hash functions. Multimed Tools Appl 79 (33):24993–25022

    Article  Google Scholar 

  77. Zhan K, Wei D, Shi J, Yu J (2017) Cross-utilizing hyperchaotic and DNA sequences for image encryption. J Electron Imaging 26(1):013021

    Article  Google Scholar 

  78. Zhang J, Huo D (2019) Image encryption algorithm based on quantum chaotic map and DNA coding. Multimed Tools Appl 78(11):15605–15621

    Article  Google Scholar 

  79. Zhang S, Zeng Y, Li Z (2018) Chaos in a novel fractional order system without a linear term. Int J Non Linear Mech 106:1–12

    Article  Google Scholar 

  80. Zhu C, Gan Z, Lu Y, Chai X (2020) An image encryption algorithm based on 3-D DNA level permutation and substitution scheme. Multimed Tools Appl 79(11):7227–7258

    Article  Google Scholar 

Download references

Funding

Zeric Tabekoueng Njitacke has been supported by the Polish National Science Centre under the Grant OPUS 14 No.2017/27/B/ST8/01330.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Folifack Signing Vitrice Ruben.

Ethics declarations

Conflict of Interests

Nkapkop Jean De Dieu, Folifack Signing Vitrice Ruben, Tsafack Nestor, Njitacke Tabekoueng Zeric and Kengne Jacques declare that they have no conflict of interest.

Additional information

Publisher’s note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

De Dieu, N., Ruben, F.S.V., Nestor, T. et al. Dynamic analysis of a novel chaotic system with no linear terms and use for DNA-based image encryption. Multimed Tools Appl 81, 10907–10934 (2022). https://doi.org/10.1007/s11042-022-12044-6

Download citation

  • Received:

  • Revised:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11042-022-12044-6

Keywords

Navigation