Skip to main content
Log in

Synchronization and multistability in a higher-order network of modulated laser models

  • Regular Article
  • Published:
The European Physical Journal Special Topics Aims and scope Submit manuscript

Abstract

The study delves into higher-order networks, extending beyond pairwise connections, using modulated laser models, and employing simplicial complexes to model non-pairwise interactions. Two coupling scenarios, linear and nonlinear diffusive functions, are explored. Our results demonstrate that the linear diffusive coupling leads to synchronization, further enhanced with multi-node interactions, and a tendency for forming synchronous clusters before complete synchrony. In contrast, nonlinear diffusive coupling results in a cluster synchronization state with oscillation death and periodic solutions, along with observed chimera and solitary states. In this scenario, the network fails to achieve complete synchrony. Regardless of the coupling function, the network exhibits different solutions within each synchronization pattern, showcasing the potential for multistability—the coexistence of stable solutions across various collective dynamics.

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

Similar content being viewed by others

Data availability statement

No new data were created or analyzed in this study.

References

  1. S. Boccaletti, V. Latora, Y. Moreno, M. Chavez, D.U. Hwang, Complex networks: structure and dynamics. Phys. Rep. 424(4), 175–308 (2006)

    Article  ADS  MathSciNet  Google Scholar 

  2. F. Battiston, G. Cencetti, I. Iacopini, V. Latora, M. Lucas, A. Patania, J.-G. Young, G. Petri, Networks beyond pairwise interactions: structure and dynamics. Phys. Rep. 874, 1–92 (2020)

    Article  ADS  MathSciNet  Google Scholar 

  3. S. Majhi, M. Perc, D. Ghosh, Dynamics on higher-order networks: a review. J. R. Soc. Interface 19(188), 20220043 (2022)

    Article  Google Scholar 

  4. J. Greening, R. Bradford, N. Pinter-Wollman, N.H. Fefferman, Higher-order interactions: understanding the knowledge capacity of social groups using simplicial sets. Curr. Zool. 61(1), 114–127 (2015)

    Article  Google Scholar 

  5. I. Billick, T.J. Case, Higher order interactions in ecological communities: what are they and how can they be detected? Ecology 75(6), 1529–1543 (1994)

    Article  Google Scholar 

  6. A.A.I. Robin, M. Fernando, A. Ehsan, E.D. Mathew, P. Stefano, On the presence of high-order interactions among somatosensory neurons and their effect on information transmission. J. Phys. Conf. Ser. 197(1), 012013 (2009)

    Google Scholar 

  7. I. León, D. Pazó, Enlarged Kuramoto model: Secondary instability and transition to collective chaos. Phys. Rev. E 105(4), 042201 (2022)

    Article  ADS  MathSciNet  Google Scholar 

  8. L.V. Gambuzza, F. Di Patti, L. Gallo, S. Lepri, M. Romance, R. Criado, M. Frasca, V. Latora, S. Boccaletti, Stability of synchronization in simplicial complexes. Nat. Commun. 12(1), 1255 (2021)

    Article  ADS  Google Scholar 

  9. M.S. Anwar, D. Ghosh, Synchronization in temporal simplicial complexes. SIAM J. Appl. Dyn. Syst. 22(3), 2054–2081 (2023)

    Article  MathSciNet  Google Scholar 

  10. D. Wang, Y. Zhao, H. Leng, M. Small, A social communication model based on simplicial complexes. Phys. Lett. A 384(35), 126895 (2020)

    Article  MathSciNet  Google Scholar 

  11. E. Estrada, G.J. Ross, Centralities in simplicial complexes. Applications to protein interaction networks. J. Theor. Biol. 438, 46–60 (2018)

    Article  ADS  MathSciNet  Google Scholar 

  12. I. Iacopini, G. Petri, A. Barrat, V. Latora, Simplicial models of social contagion. Nat. Commun. 10, 2485 (2019)

    Article  ADS  Google Scholar 

  13. M. Mehrabbeik, S. Jafari, M. Perc, Synchronization in simplicial complexes of memristive \(r\)ulkov neurons. Front. Comput. Neurosci. 17, 107380 (2023)

    Article  Google Scholar 

  14. S. Boccaletti, J. Kurths, G. Osipov, D.L. Valladares, C.S. Zhou, The synchronization of chaotic systems. Phys. Rep. 366(1), 1–101 (2002)

    Article  ADS  MathSciNet  Google Scholar 

  15. A. Nazerian, S. Panahi, F. Sorrentino, Synchronization in networks of coupled oscillators with mismatches. Europhys. Lett. 143(1), 11001 (2023)

    Article  ADS  Google Scholar 

  16. S. Panahi, I. Klickstein, F. Sorrentino, Cluster synchronization of networks via a canonical transformation for simultaneous block diagonalization of matrices. Chaos 31(11), 111102 (2021)

    Article  ADS  MathSciNet  Google Scholar 

  17. F. Parastesh, S. Jafari, H. Azarnoush, Z. Shahriari, Z. Wang, S. Boccaletti, M. Perc, Chimeras. Phys. Rep. 898, 1–114 (2021)

    Article  ADS  MathSciNet  Google Scholar 

  18. M.G. Rosenblum, A.S. Pikovsky, J. Kurths, Phase synchronization of chaotic oscillators. Phys. Rev. Lett. 76(11), 1804–1807 (1996)

    Article  ADS  Google Scholar 

  19. E.M. Shahverdiev, S. Sivaprakasam, K.A. Shore, Lag synchronization in time-delayed systems. Phys. Lett. A 292(6), 320–324 (2002)

    Article  ADS  Google Scholar 

  20. G. Vivekanandhan, I.I. Hamarash, A.M. Ali Ali, S. He, K. Sun, Firing patterns of \(i\)zhikevich neuron model under electric field and its synchronization patterns. Eur. Phys. J. Spec. Top. 231(22), 4017–4023 (2022)

    Article  Google Scholar 

  21. Z. Zheng, G. Hu, Generalized synchronization versus phase synchronization. Phys. Rev. E 62(6), 7882–7885 (2000)

    Article  ADS  Google Scholar 

  22. Y. Maistrenko, B. Penkovsky, M. Rosenblum, Solitary state at the edge of synchrony in ensembles with attractive and repulsive interactions. Phys. Rev. E 89(6), 060901 (2014)

    Article  ADS  Google Scholar 

  23. P.S. Skardal, L. Arola-Fernández, D. Taylor, A. Arenas, Higher-order interactions can better optimize network synchronization. Phys. Rev. Res. 3(4), 043193 (2021)

    Article  Google Scholar 

  24. L. Gallo, R. Muolo, L.V. Gambuzza, V. Latora, M. Frasca, T. Carletti, Synchronization induced by directed higher-order interactions. Commun. Phys. 5(1), 263 (2022)

    Article  Google Scholar 

  25. M.S. Anwar, D. Ghosh, Intralayer and interlayer synchronization in multiplex network with higher-order interactions. Chaos 32(3), 033125 (2022)

    Article  ADS  MathSciNet  Google Scholar 

  26. P.S. Skardal, S. Adhikari, J.G. Restrepo, Multistability in coupled oscillator systems with higher-order interactions and community structure. Chaos 33(2), 023140 (2023)

    Article  ADS  MathSciNet  Google Scholar 

  27. M. Chen, A. Wang, H. Wu, B. Chen, Q. Xu, Dc-offset strategy for controlling hidden and multistable behaviors in physical circuits. IEEE Trans. Ind. Electron. (2023). https://doi.org/10.1109/TIE.2023.3319749

    Article  Google Scholar 

  28. Q. Xu, L. Huang, N. Wang, H. Bao, H. Wu, M. Chen, Initial-offset-boosted coexisting hyperchaos in a 2d memristive \(c\)hialvo neuron map and its application in image encryption. Nonlinear Dyn. 111(21), 20447–20463 (2023)

    Article  Google Scholar 

  29. B.C. Bao, H. Bao, N. Wang, M. Chen, Q. Xu, Hidden extreme multistability in memristive hyperchaotic system. Chaos Solit. Fract. 94, 102–111 (2017)

    Article  ADS  MathSciNet  Google Scholar 

  30. B.-C. Bao, Q. Xu, H. Bao, M. Chen, Extreme multistability in a memristive circuit. Electron. Lett. 52(12), 1008–1010 (2016)

    Article  ADS  Google Scholar 

  31. J.C. Sprott, S. Jafari, A.J.M. Khalaf, T. Kapitaniak, Megastability: coexistence of a countable infinity of nested attractors in a periodically-forced oscillator with spatially-periodic damping. Eur. Phys. J. Spec. Top. 226(9), 1979–1985 (2017)

    Article  Google Scholar 

  32. Q. Xu, T. Liu, S. Ding, H. Bao, Z. Li, B. Chen, Extreme multistability and phase synchronization in a heterogeneous bi-neuron \(r\)ulkov network with memristive electromagnetic induction. Cogn. Neurodyn. 17(3), 755–766 (2023)

    Article  Google Scholar 

  33. J.P. Singh, J. Koley, K. Lochan, B.K. Roy, Presence of megastability and infinitely many equilibria in a periodically and quasi-periodically excited single-link manipulator. Int. J. Bifurcat. Chaos 31(02), 2130005 (2021)

    Article  MathSciNet  Google Scholar 

  34. R.I. Sosa, D.H. Zanette, Multistability of globally coupled \(d\)uffing oscillators. Int. J. Bifurcat. Chaos 31(04), 2150056 (2021)

    Article  MathSciNet  Google Scholar 

  35. G.P. Agrawal, Effect of gain nonlinearities on period doubling and chaos in directly modulated semiconductor lasers. Appl. Phys. Lett. 49(16), 1013–1015 (1986)

    Article  ADS  Google Scholar 

  36. M. Ciofini, A. Labate, R. Meucci, M. Galanti, Stabilization of unstable fixed points in the dynamics of a laser with feedback. Phys. Rev. E 60(1), 398–402 (1999)

    Article  ADS  Google Scholar 

  37. R. Meucci, S. Euzzor, F. Tito Arecchi, J.-M. Ginoux, Minimal universal model for chaos in laser with feedback. Int. J. Bifurcat. Chaos 31(04), 1248976 (2021)

    Article  MathSciNet  Google Scholar 

  38. A. Uchida, F. Rogister, J. Garcí-Ojalvo, R. Roy, Synchronization and communication with chaotic laser systems, vol. 48 (Elsevier, Amsterdam, 2005), pp.203–341

    Google Scholar 

  39. M. Mehrabbeik, S. Jafari, R. Meucci, M. Perc, Synchronization and multistability in a network of diffusively coupled laser models. Commun. Nonlinear Sci. Numer. Simul. 125, 107380 (2023)

    Article  MathSciNet  Google Scholar 

  40. D.J. DeShazer, R. Breban, E. Ott, R. Roy, Detecting phase synchronization in a chaotic laser array. Phys. Rev. E 87(4), 044101 (2001)

    ADS  Google Scholar 

  41. J. Hillbrand, D. Auth, M. Piccardo, N. Opačak, E. Gornik, G. Strasser, F. Capasso, S. Breuer, B. Schwarz, In-phase and anti-phase synchronization in a laser frequency comb. Phys. Rev. Lett. 124(2), 023901 (2020)

    Article  ADS  Google Scholar 

  42. T. Mihana, K. Fujii, K. Kanno, M. Naruse, A. Uchida, Laser network decision making by lag synchronization of chaos in a ring configuration. Opt. Express 28(26), 40112–40130 (2020)

    Article  ADS  Google Scholar 

  43. L. Zhang, W. Pan, L. Yan, B. Luo, X. Zou, M. Xu, Cluster synchronization of coupled semiconductor lasers network with complex topology. IEEE J. Sel. Top. Quantum Electron. 25(6), 1–7 (2019)

    ADS  Google Scholar 

  44. Y. Chembo Kouomou, P. Woafo, Cluster synchronization in coupled chaotic semiconductor lasers and application to switching in chaos-secured communication networks. Opt. Commun. 223(4), 283–293 (2003)

    Article  ADS  Google Scholar 

  45. A. Röhm, F. Böhm, K. Lüdge, Small chimera states without multistability in a globally delay-coupled network of four lasers. Phys. Rev. E 94(4), 042204 (2016)

    Article  ADS  Google Scholar 

  46. R. Meucci, J. Marc Ginoux, M. Mehrabbeik, S. Jafari, J. Clinton Sprott, Generalized multistability and its control in a laser. Chaos 32(8), 083111 (2022)

    Article  ADS  MathSciNet  Google Scholar 

Download references

Acknowledgements

This work is partially funded by Centre for Nonlinear Systems, Chennai Institute of Technology, India, vide funding number CIT/CNS/2024/RP/011, and also supported by the National Natural Science Foundation of China (Grant No. 61872227).

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Riccardo Meucci.

Ethics declarations

Conflict of interest

The authors declare that they have no conflicts of interest.

Rights and permissions

Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Rajagopal, K., Guo, G., Li, J. et al. Synchronization and multistability in a higher-order network of modulated laser models. Eur. Phys. J. Spec. Top. (2024). https://doi.org/10.1140/epjs/s11734-024-01158-7

Download citation

  • Received:

  • Accepted:

  • Published:

  • DOI: https://doi.org/10.1140/epjs/s11734-024-01158-7

Navigation