| Citation: | Xin Yang, Yongping Zhang, Yuan Jiang. CONTROL AND SYNCHRONIZATION OF FRACTAL BEHAVIORS OF THE DISCRETE FRACTIONAL T-S FUZZY PREY-PREDATOR MODEL[J]. Journal of Applied Analysis & Computation, 2026, 16(2): 1054-1073. doi: 10.11948/20250090 |
There are important significances to discuss the prey-predator model in various aspects such as biodiversity conservation, resource management, ecosystem services and so on. At first, to investigate the fractal behavior of the predator-prey model from a fractal perspective, the two-dimensional continuous prey-predator model is discretized, and its Caputo fractional-order form is obtained. Secondly, utilizing the sector nonlinear method, a Takagi-Sugeno (T-S) fuzzy model of the discrete fractional-order predator-prey model is established, and the Julia set of the model based on the T-S fuzzy model is introduced. Thirdly, a parallel distributed compensation (PDC) approach is employed to design the corresponding fuzzy controller, and sufficient conditions for the stability of the system are given in the form of linear matrix inequalities (LMIs). The controller gain parameters are obtained by solving LMIs, and control of the Julia set of the discrete fractional-order predator-prey model based on the T-S fuzzy model is carried out. Finally, using the exact linearization technique, synchronization of the Julia sets of the predator-prey models is achieved based on the T-S fuzzy model by the linear control method.
| [1] | T. Abdeljawad, On Riemann and Caputo fractional differences, Computers and Mathematics with Applications, 2011, 62(3), 1602-1611. doi: 10.1016/j.camwa.2011.03.036 |
| [2] | B. Alshammari, R. Salah, O. Kahouli and L. Kolsi, Design of fuzzy TS-PDC controller for electrical power system via rules reduction approach, Symmetry, 2020, 12, 2068. doi: 10.3390/sym12122068 |
| [3] | G. Altan, S. Alkan and D. Baleanu, A novel fractional operator application for neural networks using proportional Caputo derivative, Neural Comput. & Applic., 2023, 35, 3101-3114. |
| [4] | A. Arifi and S. Bouallègue, Takagi–Sugeno fuzzy-based approach for modeling and control of an activated sludge process, International Journal of Dynamics and Control, 2024, 12, 3123-3138. doi: 10.1007/s40435-024-01398-4 |
| [5] | F. Atici and P. Eloe, Initial value problems in discrete fractional calculus, Proceedings of the American Mathematical Society, 2009, 137(3), 981-989. |
| [6] | D. Bazeia, M. Bongestab and B. F. de Oliveira, Chaotic behavior in Lotka-Volterra and May-Leonard models of biodiversity, Chaos, 2024, 34(5), 053123. doi: 10.1063/5.0202561 |
| [7] | M. P. A. Cardoso, M. S. Vasconcelos, A. S. Martins, et al., Correction: Fractal properties in electronic spectra of GA sequences of human DNA, Brazilian Journal of Physics, 2024, 54, 129. doi: 10.1007/s13538-024-01519-6 |
| [8] | B. Chen, L. Chen, F. Zhou, et al., Prediction of frequency response of sub-frame bushing and study of high-order fractional derivative viscoelastic model, Scientific Reports, 2024, 14, 15767. doi: 10.1038/s41598-024-66536-6 |
| [9] | F. Chen, X. Luo and Y. Zhou, Existence results for nonlinear fractional difference equation, Advances in Difference Equations, 2011, 2011(1), 1-12. doi: 10.1186/1687-1847-2011-1 |
| [10] | K. Diethelm, N. J. Ford and A. D. Freed, A predictor-corrector approach for the numerical solution of fractional differential equations, Nonlinear Dynamics, 2002, 29, 3-22. doi: 10.1023/A:1016592219341 |
| [11] | K. Falconer, Fractal Geometry: Mathematical Foundations and Applications, Chichester: John Wiley and Sons Ltd., 2014. |
| [12] | F. Fali, Y. Cherfaoui and M. Moulaï, Solving integer indefinite quadratic bilevel programs with multiple objectives at the upper level, Journal of Applied Mathematics and Computing, 2024, 1598-5865. |
| [13] | O. A. K. Giimis, A study on stability, bifurcation analysis and chaos control of a discrete-time prey-predator system involving Allee effect, Journal of Applied Analysis & Computation, 2023, 13(6), 3166-3194. |
| [14] | X. Guan, Z. Fan, C. Chen and C. Hua, Chaos Control and its Application in Secure Communication, 1nd ed., Beijing: National Defense Industry Press, 2002. |
| [15] | S. He, D. Vignesh, L. Rondoni, et al., Chaos and firing patterns in a discrete fractional Hopfield neural network model, Nonlinear Dynamics, 2023, 111, 21307-21332. doi: 10.1007/s11071-023-08972-z |
| [16] | K. B. Kachhia and D. A. Gosai, Conformable derivative models for linear viscoelastic materials, Mechanics of Time-Dependent Materials, 2024, 28, 1675-1684. doi: 10.1007/s11043-023-09642-8 |
| [17] | K. Kaur, A. Kaur, A. Pattanayak, et al., A metamaterial backed hybrid fractal microstrip patch antenna, integrated with an EM lens for non-invasive hyperthermia of skin cancer, Optical and Quantum Electronics, 2024, 56, 1973. doi: 10.1007/s11082-024-07746-0 |
| [18] | A. Khaliq, T. F. Ibrahim, A. M. Alotaibi, M. Shoaib and M. A. El-Moneam, Dynamical analysis of discrete-time two-predators one-prey Lotka–Volterra model, Mathematics, 2022, 10, 4015. doi: 10.3390/math10214015 |
| [19] | M. Khan, Z. Ahmad, F. Ali, N. Khan, I. Khan and K. S. Nisar, Dynamics of two-step reversible enzymatic reaction under fractional derivative with Mittag-Leffler Kernel, PLoS One, 2023, 18(3), e0277806. doi: 10.1371/journal.pone.0277806 |
| [20] | A. Kilbas, H. Srivastava and J. Trujillo, Theory and Applications of Fractional Differential Equations, Amsterdam: Elsevier Science Limited, 2006. |
| [21] | M. Li, C. Li, L. Yan, et al., Fractal photonic anomalous Floquet topological insulators to generate multiple quantum chiral edge states, Light: Science & Applications, 2023, 12, 262. |
| [22] | A. J. Lotka, Elements of Physical Biology, Williams & Wilkins, 1925. |
| [23] | X. Lu and W. Sun, Control and synchronization of Julia sets of discrete fractional Ising models, Chaos, Solitons Fractals, 2024, 180, 114541. doi: 10.1016/j.chaos.2024.114541 |
| [24] | K. Manoj and A. Syed, Fractal dimension and control of Julia set of discrete fractional tumor-immune model, Discrete and Continuous Dynamical Systems - S, 2025. |
| [25] | M. Mohammad and A. Trounev, Fractal-induced flow dynamics: Viscous flow around Mandelbrot and Julia sets, Chaos, Solitons Fractals, 2025, 199, 116619. doi: 10.1016/j.chaos.2025.116619 |
| [26] | S. Mohammadi and S. R. Hejazi, Lie symmetry, chaos optimal control in non-linear fractional-order diabetes mellitus, human immunodeficiency virus, migraine Parkinson's diseases models: Using evolutionary algorithms, Comput. Methods Biomech Biomed Engin., 2024, 27(5), 651-679. doi: 10.1080/10255842.2023.2198628 |
| [27] | A. G. Mohammed and S. E. El-Khamy, Innovative chaotic dragon fractal (ChDrFr) shapes for efficient encryption applications: A new highly secure image encryption algorithm, Multimedia Tools and Applications, 2024, 83, 50449-50475. |
| [28] | T. V. A. Nguyen, B. T. Dong and N. T. BUI, Enhancing stability control of inverted pendulum using Takagi–Sugeno fuzzy model with disturbance rejection and input–output constraints, Scientific Reports, 2023, 13, 14412. doi: 10.1038/s41598-023-41258-3 |
| [29] | L. Pang, S. Wu and S. Ruan, Long time behavior for a periodic Lotka–Volterra reaction–diffusion system with strong competition, Calculus of Variations and Partial Differential Equations, 2023, 62, 99. doi: 10.1007/s00526-023-02436-3 |
| [30] | I. Podlubny, Fractional Differential Equations, Academic Press, 1999. |
| [31] | C. Rakshe, S. Kunneth, S. Sundaram, et al., Correction: Autism spectrum disorder diagnosis using fractal and non-fractal-based functional connectivity analysis and machine learning methods, Neural Comput. & Applic., 2024, 36, 12587. |
| [32] | S. Rashid, S. Z. Hamidi, S. Akram, et al., Enhancing the trustworthiness of chaos and synchronization of chaotic satellite model: A practice of discrete fractional-order approaches, Scientific Reports, 2024, 14, 10674. doi: 10.1038/s41598-024-60268-3 |
| [33] | J. Sun, W. Qiao and S. Liu, New identifcation and control methods of sine- function Julia sets, Journal of Applied Analysis & Computation, 2015, 5(2), 220-231. |
| [34] | W. Sun and S. Liu, Consensus of Julia sets, Fractal and Fractional, 2022, 6(1), 6010043. |
| [35] | T. Takagi and M. Sugeno, Fuzzy identification of systems and its applications to modeling and control, IEEE Transactions on Systems, Man and Cybernetics, 1985, 15(1), 116-132. |
| [36] | C. Tian and S. Guo, Global dynamics of a Lotka-Volterra competition-diffusion system with advection and nonlinear boundary conditions, Zeitschrift für Angewandte Mathematik und Physik, 2024, 75, 103. |
| [37] | N. Vafamand and M. Sadeghi, More relaxed non-quadratic stabilization conditions for TS fuzzy control systems using LMI and GEVP, International Journal of Control, Automation and Systems, 2015, 13, 995-1002. doi: 10.1007/s12555-013-0497-7 |
| [38] | V. Volterra, Variazioni e fluttuazioni del numero d'individui in specie animali conviventi, Memorie della R. Accademia Nazionale dei Lincei, 1926, 2, 31-113. |
| [39] | D. Wang, S. Liu, K. Liu and Y. Zhao, Control and synchronization of Julia sets generated by a class of compler time-delay rational map, Journal of Applied Analysis & Computation, 2016, 6(4), 1049-1063. |
| [40] | K. Wang, X. Wu, M. Liu, et al., Hachimoji DNA-based reversible blind color images hiding using Julia set and SVD, Neural Comput. & Applic., 2022, 34, 3811-3827. |
| [41] | Q. Wang and L. Zu, Dynamical analysis of a delayed stochastic Lotka–Volterra competitive model in polluted aquatic environments, Qualitative Theory of Dynamical Systems, 2024, 23, 80. doi: 10.1007/s12346-023-00925-6 |
| [42] | Y. Wang, Fractional quantum Julia set, Applied Mathematics and Computation, 2023, 453, 128077. doi: 10.1016/j.amc.2023.128077 |
| [43] | Y. Wang, X. Li, S. Liu and H. Li, Fractional Mandelbrot sets with impulse, Chinese Journal of Physics, 2024, 89, 1069-1079. doi: 10.1016/j.cjph.2024.01.018 |
| [44] | Y. Wang, S. Liu and A. Khan, On fractional coupled logistic maps: Chaos analysis and fractal control, Nonlinear Dynamics, 2023, 111(6), 5889-5904. doi: 10.1007/s11071-022-08141-8 |
| [45] | L. Xie and Y. Zhang, Estimations and control of Julia sets of the SIS model perturbed by noise, Nonlinear Dynamics, 2023, 111, 4931-4943. doi: 10.1007/s11071-022-08048-4 |
| [46] | T. Yu and A. Paradis, On the Simulation of Artificial Cracks in Brittle Materials Using Julia Set Fractals, Multiscale Science and Engineering, 2024. |
| [47] | M. Zhao, H. L. Li, J. Yang, et al., Lagrange synchronization of nonidentical discrete-time fractional-order quaternion-valued neural networks with time delays, Computational and Applied Mathematics, 2024, 43, 393. doi: 10.1007/s40314-024-02904-2 |
| [48] | S. Zhao, On β-extinction and stability of a stochastic Lotka-Volterra system with infinite delay, Acta Mathematicae Applicatae Sinica, English Series, 2024, 40, 1045-1059. doi: 10.1007/s10255-024-1078-7 |
Julia sets of system (3.7) when the parameters are taken as
Julia set of model (4.2) when
Julia sets of system (4.2) with varying controller parameters, when the parameters are taken as
Julia set of model (3.7) when
Julia set of model (3.7) when
Synchronization of Julia set of model (3.7) by changing the coefficients of