Abstract
Instinct delay in biological systems is a significant parameter in analyzing complex biological systems like neuronal networks. Also, considering the interactive neurons in complex networks, a new window is opened into computational neuroscience. This paper aims to analyze the time delays in a multi-layer lattice with asymmetric bidirectional coupling between layers. The effect of time delays in the suppression spiral wave turbulence is investigated. The primary focus of this research is on the interlayer coupling with both single and multiple time delays. To this end, a two-layer network of excitable media is considered in which the Morris-Lecar neuron model governs each individual node’s dynamics. The results reveal that the time delays in only one of the layers cannot effectively suppress the waves while considering them in both layers can effectively make them homogeneous. Further, using multiple time delays in both layers can eliminate the spiral waves with much lower time delays.
Similar content being viewed by others
References
A. Kirman, The economy as an evolving network. J. Evolut. Econ. 7, 339–353 (1997)
L.D. Kiel, E.W. Elliott, Chaos Theory in the Social Sciences: Foundations and Applications (University of Michigan Press, Chicago, 1996)
Z. He, The control mechanisms of heart rate dynamics in a new heart rate nonlinear time series model. Sci. Rep. 10, 4814 (2020)
J.S. Lowengrub, H.B. Frieboes, F. Jin, Y.L. Chuang, X. Li, P. Macklin et al., Nonlinear modelling of cancer: bridging the gap between cells and tumours. Nonlinearity 23, R1–R91 (2009)
A. Akgül, C. Arslan, B. Arıcıoğlu, Design of an interface for random number generators based on integer and fractional order chaotic systems. Chaos Theory Appl. 1, 1–18 (2019)
J. Ma, J. Tang, A review for dynamics of collective behaviors of network of neurons. Sci. Chin. Technol. Sci. 58, 2038–2045 (2015)
M.E. Cimen, Z.B. Garip, M.A. Pala, A.F. Boz, A. Akgül, Modelling of a chaotic system motion in video with artiıficial neural networks. Chaos Theory Appl. 1, 38–50 (2019)
K. Pal, D. Ghosh, G. Gangopadhyay, Synchronization and metabolic energy consumption in stochastic Hodgkin-Huxley neurons: patch size and drug blockers. Neurocomputing, 422, 222–234
E.M. Izhikevich, Which model to use for cortical spiking neurons? IEEE Trans. Neural Netw. 15, 1063–1070 (2004)
J. Ma, Y. Wang, C. Wang, Y. Xu, G. Ren, Mode selection in electrical activities of myocardial cell exposed to electromagnetic radiation. Chaos Solit. Fract. 99, 219–225 (2017)
Y. Xu, H. Ying, Y. Jia, J. Ma, T. Hayat, Autaptic regulation of electrical activities in neuron under electromagnetic induction. Sci. Rep. 7, 43452 (2017)
J. Ma, J. Tang, A review for dynamics in neuron and neuronal network. Nonlinear Dyn. 89, 1569–1578 (2017)
C. Morris, H. Lecar, Voltage oscillations in the barnacle giant muscle fiber. Biophys. J . 35, 193–213 (1981)
H. Wang, Q. Lu, Q. Wang, Generation of Firing Rhythm Patterns and Synchronization in the Morris-Lecar Neuron Model. Int. J. Nonlinear Sci. Numer. Simul. 6, 7–12 (2005)
S. Kundu, S. Majhi, D. Ghosh, Chemical synaptic multiplexing enhances rhythmicity in neuronal networks. Nonlinear Dyn. 98, 1659–1668 (2019)
S. Majhi, M. Perc, D. Ghosh, Chimera states in a multi-layer network of coupled and uncoupled neurons. Chaos 27, 073109 (2017)
A. Pikovsky, M. Rosenblum, J. Kurths, Synchronization: A Universal Concept in Nonlinear Sciences, vol. 12 (Cambridge University Press, Cambridge, 2003)
S. Majhi, B.K. Bera, D. Ghosh, M. Perc, Chimera states in neuronal networks: a review. Phys. Life Rev. 28, 100–121 (2019)
J. Ma, B. Hu, C. Wang, W. Jin, Simulating the formation of spiral wave in the neuronal system. Nonlinear Dyn. 73, 73–83 (2013)
J. Zhuang, J. Cao, L. Tang, Y. Xia, M. Perc, Synchronization analysis for stochastic delayed multilayer network with additive couplings. IEEE Trans. Syst. Man Cybern. Syst. 50, 4807–4816 (2020)
L. Lu, L. Yang, X. Zhan, Y. Jia, Cluster synchronization and firing rate oscillation induced by time delay in random network of adaptive exponential integrate-and-fire neural system. Eur. Phys. J. B 93, 205 (2020)
A. Zakharova, S. Loos, J. Siebert, A. Gjurchinovski, E. Schöll, Chimera patterns: influence of time delay and noise. IFAC-PapersOnLine 48, 7–12 (2015)
S. Majhi, B.K. Bera, S. Banerjee, D. Ghosh, Synchronization of chaotic modulated time delay networks in presence of noise. Eur. Phys. J. Spec. Top. 225, 65–74 (2016)
X. Sun, M. Perc, J. Kurths, Effects of partial time delays on phase synchronization in Watts-Strogatz small-world neuronal networks. Chaos: Interdiscip. J. Nonlinear Sci. 27, 053113 (2017)
J. Sawicki, I. Omelchenko, A. Zakharova, E. Schöll, Delay controls chimera relay synchronization in multiplex networks. Phys. Rev. E 98, 062224 (2018)
Q. Wang, M. Perc, Z. Duan, G. Chen, Impact of delays and rewiring on the dynamics of small-world neuronal networks with two types of coupling. Physica A: Stat. Mech. Appl. 389, 3299–3306 (2010)
X. Wu, J. Ma, F. Li, Y. Jia, Development of spiral wave in a regular network of excitatory neurons due to stochastic poisoning of ion channels. Commun. Nonlinear Sci. Numer. Simul. 18, 3350–3364 (2013)
X. Huang, W. Xu, J. Liang, K. Takagaki, X. Gao, J.-Y. Wu, Spiral Wave dynamics in neocortex. Neuron 68, 978–990 (2010)
Y. Feng, A.J.M. Khalaf, F.E. Alsaadi, T. Hayat, V.-T. Pham, Spiral wave in a two-layer neuronal network. The Eur. Phys. J. Spec. Top. 228, 2371–2379 (2019)
Y. Wu, B. Wang, X. Zhang, H. Chen, Spiral wave of a two-layer coupling neuronal network with multi-area channels. Int. J. Modern Phys. B 33, 1950354 (2019)
K. Rajagopal, I. Moroz, A. Karthikeyan, P. Duraisamy, Wave propagation in a network of extended Morris-Lecar neurons with electromagnetic induction and its local kinetics. Nonlinear Dyn. (2020)
L.R. Peraza, R. Cromarty, X. Kobeleva, M.J. Firbank, A. Killen, S. Graziadio et al., Electroencephalographic derived network differences in Lewy body dementia compared to Alzheimer’s disease patients. Sci. Rep. 8, 4637 (2018)
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
About this article
Cite this article
Rajagopal, K., Panahi, S., Shourgashti, Z. et al. Suppressing spiral waves with delayed asymmetric bidirectional coupling in a multi-layer biological network. Eur. Phys. J. Spec. Top. 231, 921–927 (2022). https://doi.org/10.1140/epjs/s11734-021-00303-w
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1140/epjs/s11734-021-00303-w