Directed non-normality and triadic symmetric coupling in time-delayed kuramoto networks: A unified route to chimera multiplicity
Symmetric higher-order Kuramoto coupling with transmission delay and the structural directedness of the interaction network are two independently studied routes to rich collective dynamics. We unify them in a reduced description that adds a single phenomenological directedness parameter ν ∈ [0, 1] to the delayed triadic Kuramoto–Sakaguchi order-parameter equation, through a forcing term motivated by, but not derived from, the desynchronizing action of leader nodes in non-normal networks. The analysis of the resulting delay differential equation, together with numerical validation including convergence and initial-condition checks, yields five results. First, the number of coarse dynamical regimes saturates rapidly with ν, unlike the multistability ladder driven by interaction order. Second, within the sampled parameter window, triadic coupling is associated with whether the population synchronizes, whereas ν is associated with how stationary that synchrony remains. Third, where subcritical bistability exists, the hysteresis loop narrows with ν under the finite-amplitude criterion used. Fourth, a directed asymmetry index D(t) grows modestly but monotonically with ν, independently of breathing amplitude. Fifth, the linear stability threshold of the incoherent state is exactly independent of ν, whereas a separately fitted finite-amplitude onset formula agrees with numerical continuation only over an intermediate range of ν; its failure outside that range is quantified. We discuss implications for neural, power-grid, and ecological networks, and state the limitations of the scalar reduction explicitly.
- Pikovsky A, Rosenblum M, Kurths J. Synchronization: A Universal Concept in Nonlinear Sciences. Cambridge, UK: Cambridge University Press; 2001. https://doi.org/10.1017/CBO9780511755743
- Strogatz SH. Sync: The Emerging Science of Spontaneous Order. New York, NY: Hyperion; 2003.
- Dörfler F, Chertkov M, Bullo F. Synchronization in complex oscillator networks and smart grids. Proc Natl Acad Sci U S A. 2013;110(6):2005-2010. https://doi.org/10.1073/pnas.1212134110
- Kuramoto Y. Chemical Oscillations, Waves, and Turbulence. Berlin, Germany: Springer-Verlag; 1984. https://doi.org/10.1007/978-3-642-69689-3
- Acebrón JA, Bonilla LL, Pérez Vicente CJ, Ritort F, Spigler R. The Kuramoto model: a simple paradigm for synchronization phenomena. Rev Mod Phys. 2005;77(1):137-185. https://doi.org/10.1103/RevModPhys.77.137
- Rodrigues FA, Peron TKDM, Ji P, Kurths J. The Kuramoto model in complex networks. Phys Rep. 2016;610:1-98. https://doi.org/10.1016/j.physrep.2015.10.008
- Strogatz SH. From Kuramoto to Crawford: exploring the onset of synchronization in populations of coupled oscillators. Physica D. 2000;143(1-4):1-20. https://doi.org/10.1016/S0167-2789(00)00094-4
- Ott E, Antonsen TM. Low dimensional behavior of large systems of globally coupled oscillators. Chaos. 2008;18(3):037113. https://doi.org/10.1063/1.2930766
- Battiston F, Cencetti G, Iacopini I, et al. Networks beyond pairwise interactions: structure and dynamics. Phys Rep. 2020;874:1-92. https://doi.org/10.1016/j.physrep.2020.05.004
- Skardal PS, Arenas A. Abrupt desynchronization and extensive multistability in globally coupled oscillator simplexes. Phys Rev Lett. 2019;122(24):248301. https://doi.org/10.1103/PhysRevLett.122.248301
- Millán AP, Torres JJ, Bianconi G. Explosive higher-order Kuramoto dynamics on simplicial complexes. Phys Rev Lett. 2020;124(21):218301. https://doi.org/10.1103/PhysRevLett.124.218301
- Bick C, Gross E, Harrington HA, Schaub MT. What are higher-order networks? SIAM Rev. 2023;65(3):686-731. https://doi.org/10.1137/21M1414024
- Boccaletti S, De Lellis P, del Genio CI, et al. The structure and dynamics of networks with higher-order interactions. Phys Rep. 2023;1018:1-64. https://doi.org/10.1016/j.physrep.2023.04.002
- Sakaguchi H, Kuramoto Y. A soluble active rotator model showing phase transitions via mutual entrainment. Prog Theor Phys. 1986;76(3):576-581. https://doi.org/10.1143/PTP.76.576
- Dhilshath Shajahan. Symmetric higher-order interactions in Kuramoto oscillators with time-delayed coupling: emergence of chimera states and multi-cluster synchronization. Chaos Solitons Fractals. 2026;206:117972.
- Asllani M, Lambiotte R, Carletti T. Structure and dynamical behavior of non-normal networks. Sci Adv. 2018;4(12):eaau9403. https://doi.org/10.1126/sciadv.aau9403
- O'Brien JD, Oliveira KA, Gleeson JP, Asllani M. Hierarchical route to the emergence of leader nodes in real-world networks. Phys Rev Res. 2021;3(2):023117. https://doi.org/10.1103/PhysRevResearch.3.023117
- Johnson S. Digraphs are different: why directionality matters in complex systems. J Phys Complex. 2020;1(1):015003. https://doi.org/10.1088/2632-072X/ab8e2f
- Duan C, Nishikawa T, Eroglu D, Motter AE. Network structural origin of instabilities in large complex systems. Sci Adv. 2022;8(28):eabm8310. https://doi.org/10.1126/sciadv.abm8310
- Muolo R, O'Brien JD, Carletti T, Asllani M. Persistence of chimera states and the challenge for synchronization in real-world networks. Eur Phys J B. 2024;97(1):6. https://doi.org/10.1140/epjb/s10051-023-00630-y
- Kuramoto Y, Battogtokh D. Coexistence of coherence and incoherence in nonlocally coupled phase oscillators. Nonlinear Phenom Complex Syst. 2002;5(4):380-385.
- Abrams DM, Strogatz SH. Chimera states for coupled oscillators. Phys Rev Lett. 2004;93(17):174102. https://doi.org/10.1103/PhysRevLett.93.174102
- Abrams DM, Mirollo R, Strogatz SH, Wiley DA. Solvable model for chimera states of coupled oscillators. Phys Rev Lett. 2008;101(8):084103. https://doi.org/10.1103/PhysRevLett.101.084103
- Panaggio MJ, Abrams DM. Chimera states: coexistence of coherence and incoherence in networks of coupled oscillators. Nonlinearity. 2015;28(3):R67-R87. https://doi.org/10.1088/0951-7715/28/3/R67
- Omel'chenko OE. The mathematics behind chimera states. Nonlinearity. 2018;31(5):R121-R164. https://doi.org/10.1088/1361-6544/aaaa07
- Ashwin P, Burylko O. Weak chimeras in minimal networks of coupled phase oscillators. Chaos. 2015;25(1):013106. https://doi.org/10.1063/1.4905197
- Haugland SW. The changing notion of chimera states, a critical review. J Phys Complex. 2021;2(3):032001.
- Laing CR. Chimera states in heterogeneous networks. Chaos. 2009;19(1):013113. https://doi.org/10.1063/1.3068353
- Martens EA. Bistable chimera attractors on a triangular network of oscillator populations. Phys Rev E. 2010;82(1):016216. https://doi.org/10.1103/PhysRevE.82.016216
- Wolfrum M, Omel'chenko OE, Yanchuk S, Maistrenko YL. Spectral properties of chimera states. Chaos. 2011;21(1):013112. https://doi.org/10.1063/1.3563581
- Panaggio MJ, Abrams DM, Ashwin P, Laing CR. Chimera states in networks of phase oscillators: the case of two small populations. Phys Rev E. 2016;93(1):012218. https://doi.org/10.1103/PhysRevE.93.012218
- Bellen A, Zennaro M. Numerical Methods for Delay Differential Equations. Oxford, UK: Oxford University Press; 2003. https://doi.org/10.1093/acprof:oso/9780198506546.001.0001
- Ott E, Antonsen TM. Long time evolution of phase oscillator systems. Chaos. 2009;19(2):023117. https://doi.org/10.1063/1.3136851
- Martens EA, Barreto E, Strogatz SH, Ott E, So P, Antonsen TM. Exact results for the Kuramoto model with a bimodal frequency distribution. Phys Rev E. 2009;79(2):026204. https://doi.org/10.1103/PhysRevE.79.026204
- Pazó D, Montbrió E. Existence of hysteresis in the Kuramoto model with bimodal frequency distributions. Phys Rev E. 2009;80(4):046215. https://doi.org/10.1103/PhysRevE.80.046215
- Dörfler F, Bullo F. Synchronization and transient stability in power networks and nonuniform Kuramoto oscillators. SIAM J Control Optim. 2012;50(3):1616-1642. https://doi.org/10.1137/110851584
- Markov NT, Ercsey-Ravasz M, Lamy C, et al. The role of long-range connections on the specificity of the macaque interareal cortical network. Proc Natl Acad Sci U S A. 2013;110(13):5187-5192. https://doi.org/10.1073/pnas.1218972110
- Thieffry D, Huerta AM, Pérez-Rueda E, Collado-Vides J. From specific gene regulation to genomic networks: a global analysis of transcriptional regulation in Escherichia coli. BioEssays. 1998;20(5):433-440. https://doi.org/10.1002/bies.950200510
- Jeong H, Tombor B, Albert R, Oltvai ZN, Barabási AL. The large-scale organization of metabolic networks. Nature. 2000;407(6804):651-654. https://doi.org/10.1038/35036627
- Motter AE, Myers SA, Anghel M, Nishikawa T. Spontaneous synchrony in power-grid networks. Nat Phys. 2013;9(3):191-197. https://doi.org/10.1038/nphys2535
