Abstract
Reaction-diffusion equations serve as a basic framework for numerous dynamic phenomena like pattern formation and travelling waves. Spatially discrete analogues of Nagumo reaction-diffusion equation on lattices and graphs provide insights how these phenomena are strongly influenced by the discrete and continuous spatial structures. Specifically, Nagumo equations on graphs represent rich high dimensional problems which have an exponential number of stationary solutions in the case when the reaction dominates the diffusion. In contrast, for sufficiently strong diffusion there are only three constant stationary solutions. We show that the emergence of the spatially heterogeneous solutions is closely connected to the second eigenvalue of the Laplacian matrix of a graph, the algebraic connectivity. For graphs with simple algebraic connectivity, the exact type of bifurcation of these solutions is implied by the properties of the corresponding eigenvector, the so-called Fiedler vector.
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Notes
Alternatively we could fix \( \lambda =1\), which is more common, but we prefer to fix the diffusion parameter because of the direct natural connection between the value of \(\lambda \) and the algebraic connectivity \(\lambda _2\).
We omit the case \( \lambda '(0) = 0 \) and \( \lambda ''(0) = 0 \), since the behavior of bifurcation depends on higher order terms for which we do not obtain representing formulas. Consequently, the case \(\left|a-\tfrac{1}{2}\right|= \delta \) is missing in the statement of Theorem 1.1, case 3.
References
de Abreu, N.M.M.: Old and new results on algebraic connectivity of graphs. Linear Algebra Appl. 423(1), 53–73 (2007)
Biyikoglu, T., Leydold, J., Stadler, P.F.: Laplacian Eigenvectors of Graphs. Springer (2007)
Bodó, Á., Simon, P.L.: Transcritical bifurcation yielding global stability for network processes. Nonlinear Anal. 196, 111808 (2020)
Chow, S.N., Mallet-Paret, J., Shen, W.: Traveling waves in lattice dynamical systems. J. Diff. Eq. 149(2), 248–291 (1998)
Fiedler, M.: Algebraic connectivity of graphs. Czechoslovak Math. J. 23(98), 298–305 (1973)
Fiedler, M.: A property of eigenvectors of nonnegative symmetric matrices and its application to graph theory. Czechoslovak Math. J. 25(4), 619–633 (1975)
Godsil, C., Royle, G.: Algebraic Graph Theory. Springer (2001)
Henderson, M.E., Keller, H.B.: Complex bifurcation from real paths. SIAM J. Appl. Math 50(2), 460–482 (1990)
Hupkes, H.J., Morelli, L., Stehlík, P.: Bichromatic travelling waves for lattice Nagumo equations. SIAM J. Appl. Dyn. Syst. 18(2), 973–1014 (2019)
Hupkes, H.J., Morelli, L., Stehlík, P., Švígler, V.: Counting and ordering periodic stationary solutions of lattice Nagumo equations. Appl. Math. Lett. 98, 398–405 (2019)
Hupkes, H.J., Morelli, L., Stehlík, P., Švígler, V.: Multichromatic travelling waves for lattice Nagumo equations. Appl. Math. Comput. 361, 430–452 (2019)
Hupkes, H.J., Pelinovsky, D., Sandstede, B.: Propagation failure in the discrete Nagumo equation. Proceed. Am. Math. Soc. 139(10), 3537–3537 (2011)
Keener, J.P.: Propagation and its failure in coupled systems of discrete excitable cells. SIAM J. Appl. Math. 47(3), 556–572 (1987)
Kielhöfer, H.: Bifurcation Theory: An Introduction with Applications to Partial Differential Equations. Springer (2012)
Kiss, I.Z., Miller, J.C., Simon, P.L.: Mathematics of Epidemics on Networks. Springer (2017)
Lieberman, E., Hauert, C., Nowak, M.A.: Evolutionary dynamics on graphs. Nature 433(7023), 312–316 (2005)
Mallet-Paret, J.: Spatial patterns, spatial chaos and traveling waves in lattice differential equations. In: Stochastic and Spatial Structures of Dynamical Systems, 45, pp. 105–129. Royal Netherlands Academy of Sciences., Amsterdam (1996)
Mallet-Paret, J.: The global structure of traveling waves in spatially discrete dynamical systems. J. Dyn. Diff. Eq. 11(1), 49–127 (1999)
Masuda, N., Porter, M.A., Lambiotte, R.: Random walks and diffusion on networks. Phys. Rep. 716–717, 1–58 (2017)
Merris, R.: Laplacian matrices of graphs: a survey. Linear Algebra Appl. 197–198, 143–176 (1994)
Mohar, B.: The Laplacian spectrum of graphs. In: Graph Theory, Combinatorics, and Applications, 2, pp. 871–898. Wiley (1991)
Nagumo, J., Arimoto, S., Yoshizawa, S.: An active pulse transmission line simulating nerve axon. Proceed. IRE 50(10), 2061–2070 (1962)
Pereira, T., Eldering, J., Rasmussen, M., Veneziani, A.: Towards a theory for diffusive coupling functions allowing persistent synchronization. Nonlinearity 27(3), 501–525 (2014)
Slavík, A.: Lotka-Volterra competition model on graphs. SIAM J. Appl. Dyn. Syst. 19(2), 725–762 (2020)
Stehlík, P.: Exponential number of stationary solutions for Nagumo equations on graphs. J. Math. Anal. Appl. 455(2), 1749–1764 (2017)
Tao, T., Vu, V.: Random matrices have simple spectrum. Combinatorica 37(3), 539–553 (2017)
Zinner, B.: Existence of traveling wavefront solutions for the discrete Nagumo equation. J. Diff. Eq. 96(1), 1–27 (1992)
Acknowledgements
The authors gratefully appreciate discussions with Hermen Jan Hupkes, Tomáš Kaiser, Roman Nedela, and Antonín Slavík. The authors acknowledge the support of the project LO1506 of the Czech Ministry of Education, Youth and Sports under the program NPUI. Moreover, the first and second authors have been supported by the Czech Science Foundation, grants no. GA20-11164L and GA18-03253S, respectively.
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Stehlík, P., Švígler, V. & Volek, J. Bifurcations in Nagumo Equations on Graphs and Fiedler Vectors. J Dyn Diff Equat 35, 2397–2412 (2023). https://doi.org/10.1007/s10884-021-10101-6
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DOI: https://doi.org/10.1007/s10884-021-10101-6