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Erschienen in: Cognitive Neurodynamics 5/2023

10.01.2023 | Research Article

Chimera state in a feed-forward neuronal network

verfasst von: Peihua Feng, Jiayi Yang, Ying Wu

Erschienen in: Cognitive Neurodynamics | Ausgabe 5/2023

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Abstract

Feed-forward effect gives rise to synchronization in neuron firing in deep layers of multiple neuronal network. But complete synchronization means the loss of encoding ability. In order to avoid the contradiction, we ask whether partial synchronization (coexistence of disordered and synchronized neuron firing emerges, also called chimera state) as a compromise strategy can achieve in the feed-forward multiple-layer network. The answer is YES. In order to manifest our argument, we design a multi-layer neuronal network in which neurons in every layer are arranged in a ring topology and neuron firing propagates within (intra-) and across (inter-) the multiply layers. Emergence of chimera state and other patterns highly depends on initial condition of neuronal network and strength of feed-forward effect. Chimera state, cluster and synchronization intra- and inter- layers are displayed by sequence through layers when initial values are elaborately chosen to guarantee emergence of chimera state in the first layer. All type of patterns except chimera state propagates down toward deeper layers in different speeds varying with strength of feed-forward effect. If chimera state already exists in every layer, feed-forward effect with strong and moderate strength spoils chimera states in deep layers and they can only survive in first few layers. When the effect is small enough, chimera states will propagate down toward deeper layers. Indeed, chimera states could exist and transit to deeper layers in a regular multiple network under very strict conditions. The results help understanding better the neuron firing propagating and encoding scheme in a feed-forward neuron network.

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Literatur
Zurück zum Zitat Abrams DM, Strogatz SH (2004) Chimera states for coupled oscillators. Phys Rev Lett 93:174102CrossRefPubMed Abrams DM, Strogatz SH (2004) Chimera states for coupled oscillators. Phys Rev Lett 93:174102CrossRefPubMed
Zurück zum Zitat Alvarez-Socorroab AJ, Clerca MG, Verschuerenc N (2021) Traveling chimera states in continuous media. Commun Nonlinear Sci Numer Simul 94:105559CrossRef Alvarez-Socorroab AJ, Clerca MG, Verschuerenc N (2021) Traveling chimera states in continuous media. Commun Nonlinear Sci Numer Simul 94:105559CrossRef
Zurück zum Zitat Banerjee T (2015) Mean-field-diffusion-induced chimera death state. EPL 110:60003CrossRef Banerjee T (2015) Mean-field-diffusion-induced chimera death state. EPL 110:60003CrossRef
Zurück zum Zitat Bansal K, Garcia JO, Tompson SH, Verstynen T, Vettel JM, Muldoon SF (2018) Cognitive chimera states in human brain networks. Sci Adv 5:4 Bansal K, Garcia JO, Tompson SH, Verstynen T, Vettel JM, Muldoon SF (2018) Cognitive chimera states in human brain networks. Sci Adv 5:4
Zurück zum Zitat Bera BK, Ghosh D, Lakshmanan M (2016) Chimera states in bursting neurons. Phys Rev E 93:012205CrossRefPubMed Bera BK, Ghosh D, Lakshmanan M (2016) Chimera states in bursting neurons. Phys Rev E 93:012205CrossRefPubMed
Zurück zum Zitat Buscarino A, Frasca M, Gambuzza LV, Hovel P (2015) Chimera states in time-varying complex networks. Phys Rev E 91:022817CrossRef Buscarino A, Frasca M, Gambuzza LV, Hovel P (2015) Chimera states in time-varying complex networks. Phys Rev E 91:022817CrossRef
Zurück zum Zitat Celletti A, Villa AEP (1996) Determination of chaotic attractors in the rat brain. J Statal Phys 84(5–6):1379–1385CrossRef Celletti A, Villa AEP (1996) Determination of chaotic attractors in the rat brain. J Statal Phys 84(5–6):1379–1385CrossRef
Zurück zum Zitat Goremyko MV, Maksimenko VA, Makarov VV et al (2017) Interaction of chimera states in a multilayered network of nonlocally coupled oscillators. Tech Phys Lett 43(8):712–715CrossRef Goremyko MV, Maksimenko VA, Makarov VV et al (2017) Interaction of chimera states in a multilayered network of nonlocally coupled oscillators. Tech Phys Lett 43(8):712–715CrossRef
Zurück zum Zitat Hopfield JJ (1995) Pattern recognition computation using action potential timing for stimulus representation. Nature 376(6535):33–6CrossRefPubMed Hopfield JJ (1995) Pattern recognition computation using action potential timing for stimulus representation. Nature 376(6535):33–6CrossRefPubMed
Zurück zum Zitat Huo SY, Tian CH, Kang L, Liu ZH (2019) Chimera states of neuron networks with adaptive coupling. Nonlinear Dyn 96(1):75–86CrossRef Huo SY, Tian CH, Kang L, Liu ZH (2019) Chimera states of neuron networks with adaptive coupling. Nonlinear Dyn 96(1):75–86CrossRef
Zurück zum Zitat Izhikevich EM (2006) Polychronization: computation with spikes. Neural Comput 18:245C282CrossRef Izhikevich EM (2006) Polychronization: computation with spikes. Neural Comput 18:245C282CrossRef
Zurück zum Zitat Kang L, Tian C, Huo S et al (2019) A two-layered brain network model and its chimera state. Sci Rep 9(1):1–12CrossRef Kang L, Tian C, Huo S et al (2019) A two-layered brain network model and its chimera state. Sci Rep 9(1):1–12CrossRef
Zurück zum Zitat Kuramoto Y, Battogtokh D (2002) Coexistence of coherence and incoherence in nonlocally coupled phase oscillators. Nonlinear Phenom Complex Syst 5:380–385 Kuramoto Y, Battogtokh D (2002) Coexistence of coherence and incoherence in nonlocally coupled phase oscillators. Nonlinear Phenom Complex Syst 5:380–385
Zurück zum Zitat Li BW, He Y, Li LD, Yang L, Wang XG (2021) Spiral wave chimeras in reaction–diffusion systems: phenomenon, mechanism and transitions. Commun Nonlinear Sci Numer Simul 99:105830CrossRef Li BW, He Y, Li LD, Yang L, Wang XG (2021) Spiral wave chimeras in reaction–diffusion systems: phenomenon, mechanism and transitions. Commun Nonlinear Sci Numer Simul 99:105830CrossRef
Zurück zum Zitat Ma RB, Wang JX, Liu ZH (2010) Robust features of chimera states and the implementation of alternating chimera states. EPL 91(4):40006CrossRef Ma RB, Wang JX, Liu ZH (2010) Robust features of chimera states and the implementation of alternating chimera states. EPL 91(4):40006CrossRef
Zurück zum Zitat Majhi S, Perc M, Ghosh D (2016) Chimera states in uncoupled neurons induced by a multilayer structure. Sci Rep 6:1–11CrossRef Majhi S, Perc M, Ghosh D (2016) Chimera states in uncoupled neurons induced by a multilayer structure. Sci Rep 6:1–11CrossRef
Zurück zum Zitat Majhi S, Perc M, Ghosh D (2017) Chimera states in a multilayer network of coupled and uncoupled neurons. Chaos 27(7):R67CrossRef Majhi S, Perc M, Ghosh D (2017) Chimera states in a multilayer network of coupled and uncoupled neurons. Chaos 27(7):R67CrossRef
Zurück zum Zitat Melancon G, Joanette Y, Jacques B (2000) Chaos, brain, and cognition: toward a nonlinear order? Brain Cogn 42(1):33–36CrossRefPubMed Melancon G, Joanette Y, Jacques B (2000) Chaos, brain, and cognition: toward a nonlinear order? Brain Cogn 42(1):33–36CrossRefPubMed
Zurück zum Zitat Mormann F, Kreuz T, Andrzejak RG (2003) Epileptic seizures are preceded by a decrease in synchronization. Epilepsy Res 53(3):173–185CrossRefPubMed Mormann F, Kreuz T, Andrzejak RG (2003) Epileptic seizures are preceded by a decrease in synchronization. Epilepsy Res 53(3):173–185CrossRefPubMed
Zurück zum Zitat Ott E, Antonson TE (2008) Low dimensional behavior of large systems of globally coupled oscillators. Chaos 18(3):037113CrossRefPubMed Ott E, Antonson TE (2008) Low dimensional behavior of large systems of globally coupled oscillators. Chaos 18(3):037113CrossRefPubMed
Zurück zum Zitat Rattenborg NC, Amlaner CJ, Lima SL (2000) Behavioral, neurophysiological and evolutionary perspectives on unihemispheric sleep. Neurosci Biobehav Rev 24:817C842CrossRef Rattenborg NC, Amlaner CJ, Lima SL (2000) Behavioral, neurophysiological and evolutionary perspectives on unihemispheric sleep. Neurosci Biobehav Rev 24:817C842CrossRef
Zurück zum Zitat Rieke F (1997) Spikes exploring the neural code. MITPress, Cambridge, MA Rieke F (1997) Spikes exploring the neural code. MITPress, Cambridge, MA
Zurück zum Zitat Rontogiannis A, Provata A (2021) Chimera states in FitzHugh–Nagumo networks with reflecting connectivity. Eur Phys J B 94(5):1–12CrossRef Rontogiannis A, Provata A (2021) Chimera states in FitzHugh–Nagumo networks with reflecting connectivity. Eur Phys J B 94(5):1–12CrossRef
Zurück zum Zitat Rybalova EV, Vadivasova TE et al (2019) Forced synchronization of a multilayer heterogeneous network of chaotic maps in the chimera state mode. Chaos (Woodbury, NY) 29:033134CrossRef Rybalova EV, Vadivasova TE et al (2019) Forced synchronization of a multilayer heterogeneous network of chaotic maps in the chimera state mode. Chaos (Woodbury, NY) 29:033134CrossRef
Zurück zum Zitat Shepelev IA, Anishchenko VS (2020) Bistable labyrinth-like structures and chimera states in a 2D lattice of van der Pol oscillators - ScienceDirect. Commun Nonlinear Sci Numer Simul 93:105513CrossRef Shepelev IA, Anishchenko VS (2020) Bistable labyrinth-like structures and chimera states in a 2D lattice of van der Pol oscillators - ScienceDirect. Commun Nonlinear Sci Numer Simul 93:105513CrossRef
Zurück zum Zitat Soh GB, Louodop P, Kengne R, Tchitnga R (2020) Chimera dynamics in an array of coupled FitzHugh–Nagumo system with shift of close neighbors. Heliyon 6(4):3739 Soh GB, Louodop P, Kengne R, Tchitnga R (2020) Chimera dynamics in an array of coupled FitzHugh–Nagumo system with shift of close neighbors. Heliyon 6(4):3739
Zurück zum Zitat Tamaki M, Bang J, Watanabe T et al (2016) Night watch in one brain hemisphere during sleep associated with the first-night effect in humans. Curr Biol CB 26:1190–1194CrossRefPubMed Tamaki M, Bang J, Watanabe T et al (2016) Night watch in one brain hemisphere during sleep associated with the first-night effect in humans. Curr Biol CB 26:1190–1194CrossRefPubMed
Zurück zum Zitat Tang J, Zhang J, Ma J, Luo J (2019) Noise and delay sustained chimera state in small world neuronal network. Sci China Technol Sci 062(007):1134–1140CrossRef Tang J, Zhang J, Ma J, Luo J (2019) Noise and delay sustained chimera state in small world neuronal network. Sci China Technol Sci 062(007):1134–1140CrossRef
Zurück zum Zitat Tian C, Cao L et al (2018) Chimera states in neuronal networks with time delay and electromagnetic induction. Nonlinear Dyn 93:1695–1704CrossRef Tian C, Cao L et al (2018) Chimera states in neuronal networks with time delay and electromagnetic induction. Nonlinear Dyn 93:1695–1704CrossRef
Zurück zum Zitat Tinsley MR, Nkomo S, Showalter K (2012) Chimera and phase-cluster states in populations of coupled chemical oscillators. Nat Phys 8:662CrossRef Tinsley MR, Nkomo S, Showalter K (2012) Chimera and phase-cluster states in populations of coupled chemical oscillators. Nat Phys 8:662CrossRef
Zurück zum Zitat Viktorov EA, Habruseva T, Hegarty SP, Huyet G, Kelleher B (2014) Coherence and incoherence in an optical comb. Phys Rev Lett 112:224101CrossRefPubMed Viktorov EA, Habruseva T, Hegarty SP, Huyet G, Kelleher B (2014) Coherence and incoherence in an optical comb. Phys Rev Lett 112:224101CrossRefPubMed
Zurück zum Zitat Wang S, Wang W, Liu F (2006) Propagation of firing rate in a feed-forward neuronal network. Phys Rev Lett 96(1):018103CrossRefPubMed Wang S, Wang W, Liu F (2006) Propagation of firing rate in a feed-forward neuronal network. Phys Rev Lett 96(1):018103CrossRefPubMed
Zurück zum Zitat Wu Z, Cheng H, Feng Y, Li H, Dai Q, Yang J (2018) Chimera states in bipartite networks of FitzHughCNagumo oscillators. Front Phys 13(2):130503CrossRef Wu Z, Cheng H, Feng Y, Li H, Dai Q, Yang J (2018) Chimera states in bipartite networks of FitzHughCNagumo oscillators. Front Phys 13(2):130503CrossRef
Zurück zum Zitat Zhengyuan Z, Liming D (2022) Effects of synaptic pruning on phase synchronization in chimera states of neural network. Appl Sci Basel 12(4):1942 Zhengyuan Z, Liming D (2022) Effects of synaptic pruning on phase synchronization in chimera states of neural network. Appl Sci Basel 12(4):1942
Zurück zum Zitat Zhu Y, Zheng ZG, Yang JZ (2014) Chimera states on complex networks. Phys Rev E 89:022914CrossRef Zhu Y, Zheng ZG, Yang JZ (2014) Chimera states on complex networks. Phys Rev E 89:022914CrossRef
Metadaten
Titel
Chimera state in a feed-forward neuronal network
verfasst von
Peihua Feng
Jiayi Yang
Ying Wu
Publikationsdatum
10.01.2023
Verlag
Springer Netherlands
Erschienen in
Cognitive Neurodynamics / Ausgabe 5/2023
Print ISSN: 1871-4080
Elektronische ISSN: 1871-4099
DOI
https://doi.org/10.1007/s11571-022-09928-6

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