Generation of Julia and Mandelbrot Sets via Modified Sp-Iterative Schemes with Image Security Applications

Main Article Content

Nabaraj Adhikari

Abstract

This paper explores modified SP-iterations for both fractal generation and image security applications. We analyze the complex maps equationequation, and equation for all equationand the parameter equation establishing an escape criterion that enables generation of diverse Julia and Mandelbrot sets. Algorithm implementation demonstrates parameterdependent variations in fractal patterns and symmetry. Using these chaotic properties, we develop an integrated encryption-enhancement system combining modified SP-iteration based security with median filtering. The method achieves strong encryption (NPCR > 99.6%, UACI > 33.4%) and high-quality reconstruction (PSNR up to 45.73 dB, SSIM > 0.99). This work bridges fractal mathematics with practical image processing, demonstrating how complex iterations can simultaneously produce aesthetic fractals and secure digital images.

Article Details

How to Cite
Nabaraj Adhikari. (2026). Generation of Julia and Mandelbrot Sets via Modified Sp-Iterative Schemes with Image Security Applications. Science & Technology Asia, 31(2), 45–66. https://doi.org/10.70730/sta.v31i2.263926
Section
Physical sciences

References

Mandelbrot B. The Fractal Geometry of Nature. New York, NY, USA: W. H. Freeman; 1982.

Fatou P. Sur les Substitutions Rationnelles. C R Acad Sci Paris 1917;164:806-8.

Julia G. Mémoire sur l’itération des Fonctions Rationnelles. J Math Pures Appl 1918;8:47-74.

Cremer H. Über die Iteration Rationaler Funktionen. Jahresber Dtsch Math-Ver 1925;33:185-209.

Lei T. Similarity Between the Mandelbrot Set and Julia Sets. Commun Math Phys 1990;134:587-617. DOI: https://doi.org/10.1007/BF02098448

Devaney RL. A first course in chaotic dynamical systems: theory and experiment. revised ed. New York, USA: Addison-Wesley; 1992.

Ashish D, Rani M, Chugh R. Julia Sets and Mandelbrot Sets in Noor Orbit. Appl Math Comput 2014;228:615-31. DOI: https://doi.org/10.1016/j.amc.2013.11.077

Kumari M, Ashish D, Chugh R. Fractals Generated by Various Iterative Procedure-A Survey. Int J Pure Appl Math 2016;107. DOI: https://doi.org/10.12732/ijpam.v107i1.13

Kumari M, Kumari S, Chugh R. Generation of anti-fractals in sp-orbit. Int J Comput Trends Technol 2017;43(2):105-12. DOI: https://doi.org/10.14445/22312803/IJCTT-V43P115

Rani M, Kumar A. Effect of stochastic noise on superior Julia sets. J Math Imaging Vis 2010;36:63-8. DOI: https://doi.org/10.1007/s10851-009-0171-0

Kumari S, Kumari M, Chugh R. Generation of New Fractals via SP Orbit with s Convexity. Int J Eng Technol 2017;9:2491-504. DOI: https://doi.org/10.21817/ijet/2017/v9i3/1709030282

Rawat S, Prajapati DJ, Tomar A, Gdawiec K. Generation of mandelbrot and julia sets for generalized rational maps using sp-iteration process equipped with s-convexity. Math Comput Simul 2024;220:148-69. DOI: https://doi.org/10.1016/j.matcom.2023.12.040

Adhikari, N., & Sintunavarat, W. Exploring the Julia and Mandelbrot sets of zp + logct using a four-step iteration scheme extended with s-convexity. Mathematics and Computers in Simulation, 2024; 220; 357-81. DOI: https://doi.org/10.1016/j.matcom.2024.01.010

Saberi Kamarposhti M, Ghorbani A, Yadollahi M. A comprehensive survey on image encryption: Taxonomy, challenges, and future directions. Chaos Solitons Fractals 2024;178:114361. DOI: https://doi.org/10.1016/j.chaos.2023.114361

Noor MA. New Approximation Schemes for General Variational Inequalities. J Math Anal Appl 2000;251(1):217-29. DOI: https://doi.org/10.1006/jmaa.2000.7042

Phuengrattana W, Suantai S. On the Rate of Convergence of Mann, Ishikawa, Noor and SP-iterations for Continuous Functions on an Arbitrary Interval. J Comput Appl Math 2011;235:3006-14. DOI: https://doi.org/10.1016/j.cam.2010.12.022

Saluja GS. Weak and Strong Convergence Theorems of Modified SP-iterations for Generalized Asymptotically Quasinonexpansive Mappings. Math Morav 2016;20(1):125-44. DOI: https://doi.org/10.5937/MatMor1601125S

Sethi K., Kumar A., and Gupta R., A comprehensive survey on image encryption techniques and performance evaluation metrics, Journal of Information Security and Applications, vol. 65, p. 102314, 2022.

Bakurov I, Buzzelli M, Schettini R, Castelli M, Vanneschi L. Structural similarity index (ssim) revisited: A data-driven approach. Expert Syst Appl 2022;189:116087. DOI: https://doi.org/10.1016/j.eswa.2021.116087

Prasad B, Katiyar K. Fractals via Ishikawa Iteration. Commun Comput Inf Sci 2011;140:197-203. DOI: https://doi.org/10.1007/978-3-642-19263-0_24

Pareek N, Patidar V, Sud K. Image encryption using chaotic logistic map. Image Vis Comput 2006;24(9):926-34. DOI: https://doi.org/10.1016/j.imavis.2006.02.021

Sethi D, Bharti S, Prakash C. A comprehensive survey on gait analysis: History, parameters, approaches, pose estimation, and future work. Artif Intell Med 2022;129:102314. DOI: https://doi.org/10.1016/j.artmed.2022.102314

Xiao D, Liao X, Wei P. Analysis and improvement of a chaos-based image encryption algorithm. Chaos Solitons Fractals 2009;40(5):2191-9. DOI: https://doi.org/10.1016/j.chaos.2007.10.009

Zou C, Shahid A, Tassaddiq A, Khan A, Ahmad M. Mandelbrot Sets and Julia Sets in Picard-Mann Orbit. IEEE Access 2020;8:64411-21. DOI: https://doi.org/10.1109/ACCESS.2020.2984689