Skip to main content
Top

Hint

Swipe to navigate through the articles of this issue

10-01-2023 | Research Article

Chimera state in a feed-forward neuronal network

Authors: Peihua Feng, Jiayi Yang, Ying Wu

Published in: Cognitive Neurodynamics

Login to get access
share
SHARE

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.

To get access to this content you need the following product:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 69.000 Bücher
  • über 500 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt 90 Tage mit der neuen Mini-Lizenz testen!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 50.000 Bücher
  • über 380 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe



 


Jetzt 90 Tage mit der neuen Mini-Lizenz testen!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 58.000 Bücher
  • über 300 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko





Jetzt 90 Tage mit der neuen Mini-Lizenz testen!

Literature
go back to reference Abrams DM, Strogatz SH (2004) Chimera states for coupled oscillators. Phys Rev Lett 93:174102 CrossRef Abrams DM, Strogatz SH (2004) Chimera states for coupled oscillators. Phys Rev Lett 93:174102 CrossRef
go back to reference Alvarez-Socorroab AJ, Clerca MG, Verschuerenc N (2021) Traveling chimera states in continuous media. Commun Nonlinear Sci Numer Simul 94:105559 CrossRef Alvarez-Socorroab AJ, Clerca MG, Verschuerenc N (2021) Traveling chimera states in continuous media. Commun Nonlinear Sci Numer Simul 94:105559 CrossRef
go back to reference Banerjee T (2015) Mean-field-diffusion-induced chimera death state. EPL 110:60003 CrossRef Banerjee T (2015) Mean-field-diffusion-induced chimera death state. EPL 110:60003 CrossRef
go back to reference 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
go back to reference Bera BK, Ghosh D, Lakshmanan M (2016) Chimera states in bursting neurons. Phys Rev E 93:012205 CrossRef Bera BK, Ghosh D, Lakshmanan M (2016) Chimera states in bursting neurons. Phys Rev E 93:012205 CrossRef
go back to reference Buscarino A, Frasca M, Gambuzza LV, Hovel P (2015) Chimera states in time-varying complex networks. Phys Rev E 91:022817 CrossRef Buscarino A, Frasca M, Gambuzza LV, Hovel P (2015) Chimera states in time-varying complex networks. Phys Rev E 91:022817 CrossRef
go back to reference Celletti A, Villa AEP (1996) Determination of chaotic attractors in the rat brain. J Statal Phys 84(5–6):1379–1385 CrossRef Celletti A, Villa AEP (1996) Determination of chaotic attractors in the rat brain. J Statal Phys 84(5–6):1379–1385 CrossRef
go back to reference 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):712–715 CrossRef 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):712–715 CrossRef
go back to reference Hopfield JJ (1995) Pattern recognition computation using action potential timing for stimulus representation. Nature 376(6535):33–6 CrossRef Hopfield JJ (1995) Pattern recognition computation using action potential timing for stimulus representation. Nature 376(6535):33–6 CrossRef
go back to reference Huo SY, Tian CH, Kang L, Liu ZH (2019) Chimera states of neuron networks with adaptive coupling. Nonlinear Dyn 96(1):75–86 CrossRef Huo SY, Tian CH, Kang L, Liu ZH (2019) Chimera states of neuron networks with adaptive coupling. Nonlinear Dyn 96(1):75–86 CrossRef
go back to reference Izhikevich EM (2006) Polychronization: computation with spikes. Neural Comput 18:245C282 CrossRef Izhikevich EM (2006) Polychronization: computation with spikes. Neural Comput 18:245C282 CrossRef
go back to reference Kang L, Tian C, Huo S et al (2019) A two-layered brain network model and its chimera state. Sci Rep 9(1):1–12 CrossRef Kang L, Tian C, Huo S et al (2019) A two-layered brain network model and its chimera state. Sci Rep 9(1):1–12 CrossRef
go back to reference 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
go back to reference Lainscsek C, Rungratsameetaweemana N, Cash SS (2019) Cortical chimera states predict epileptic seizures. Chaos 29(12):121106 CrossRef Lainscsek C, Rungratsameetaweemana N, Cash SS (2019) Cortical chimera states predict epileptic seizures. Chaos 29(12):121106 CrossRef
go back to reference 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 99:105830 CrossRef 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 99:105830 CrossRef
go back to reference Ma RB, Wang JX, Liu ZH (2010) Robust features of chimera states and the implementation of alternating chimera states. EPL 91(4):40006 CrossRef Ma RB, Wang JX, Liu ZH (2010) Robust features of chimera states and the implementation of alternating chimera states. EPL 91(4):40006 CrossRef
go back to reference Majhi S, Perc M, Ghosh D (2016) Chimera states in uncoupled neurons induced by a multilayer structure. Sci Rep 6:1–11 CrossRef Majhi S, Perc M, Ghosh D (2016) Chimera states in uncoupled neurons induced by a multilayer structure. Sci Rep 6:1–11 CrossRef
go back to reference Majhi S, Perc M, Ghosh D (2017) Chimera states in a multilayer network of coupled and uncoupled neurons. Chaos 27(7):R67 CrossRef Majhi S, Perc M, Ghosh D (2017) Chimera states in a multilayer network of coupled and uncoupled neurons. Chaos 27(7):R67 CrossRef
go back to reference Melancon G, Joanette Y, Jacques B (2000) Chaos, brain, and cognition: toward a nonlinear order? Brain Cogn 42(1):33–36 CrossRef Melancon G, Joanette Y, Jacques B (2000) Chaos, brain, and cognition: toward a nonlinear order? Brain Cogn 42(1):33–36 CrossRef
go back to reference Mormann F, Kreuz T, Andrzejak RG (2003) Epileptic seizures are preceded by a decrease in synchronization. Epilepsy Res 53(3):173–185 CrossRef Mormann F, Kreuz T, Andrzejak RG (2003) Epileptic seizures are preceded by a decrease in synchronization. Epilepsy Res 53(3):173–185 CrossRef
go back to reference Ott E, Antonson TE (2008) Low dimensional behavior of large systems of globally coupled oscillators. Chaos 18(3):037113 CrossRef Ott E, Antonson TE (2008) Low dimensional behavior of large systems of globally coupled oscillators. Chaos 18(3):037113 CrossRef
go back to reference Rattenborg NC, Amlaner CJ, Lima SL (2000) Behavioral, neurophysiological and evolutionary perspectives on unihemispheric sleep. Neurosci Biobehav Rev 24:817C842 CrossRef Rattenborg NC, Amlaner CJ, Lima SL (2000) Behavioral, neurophysiological and evolutionary perspectives on unihemispheric sleep. Neurosci Biobehav Rev 24:817C842 CrossRef
go back to reference Rieke F (1997) Spikes exploring the neural code. MITPress, Cambridge, MA Rieke F (1997) Spikes exploring the neural code. MITPress, Cambridge, MA
go back to reference Rontogiannis A, Provata A (2021) Chimera states in FitzHugh–Nagumo networks with reflecting connectivity. Eur Phys J B 94(5):1–12 CrossRef Rontogiannis A, Provata A (2021) Chimera states in FitzHugh–Nagumo networks with reflecting connectivity. Eur Phys J B 94(5):1–12 CrossRef
go back to reference 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) 29:033134 CrossRef 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) 29:033134 CrossRef
go back to reference 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 93:105513 CrossRef 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 93:105513 CrossRef
go back to reference 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
go back to reference 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 26:1190–1194 CrossRef 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 26:1190–1194 CrossRef
go back to reference 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):1134–1140 CrossRef 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):1134–1140 CrossRef
go back to reference Tian C, Cao L et al (2018) Chimera states in neuronal networks with time delay and electromagnetic induction. Nonlinear Dyn 93:1695–1704 CrossRef Tian C, Cao L et al (2018) Chimera states in neuronal networks with time delay and electromagnetic induction. Nonlinear Dyn 93:1695–1704 CrossRef
go back to reference Tinsley MR, Nkomo S, Showalter K (2012) Chimera and phase-cluster states in populations of coupled chemical oscillators. Nat Phys 8:662 CrossRef Tinsley MR, Nkomo S, Showalter K (2012) Chimera and phase-cluster states in populations of coupled chemical oscillators. Nat Phys 8:662 CrossRef
go back to reference Viktorov EA, Habruseva T, Hegarty SP, Huyet G, Kelleher B (2014) Coherence and incoherence in an optical comb. Phys Rev Lett 112:224101 CrossRef Viktorov EA, Habruseva T, Hegarty SP, Huyet G, Kelleher B (2014) Coherence and incoherence in an optical comb. Phys Rev Lett 112:224101 CrossRef
go back to reference Wang S, Wang W, Liu F (2006) Propagation of firing rate in a feed-forward neuronal network. Phys Rev Lett 96(1):018103 CrossRef Wang S, Wang W, Liu F (2006) Propagation of firing rate in a feed-forward neuronal network. Phys Rev Lett 96(1):018103 CrossRef
go back to reference 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):130503 CrossRef 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):130503 CrossRef
go back to reference 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
go back to reference Zhu Y, Zheng ZG, Yang JZ (2014) Chimera states on complex networks. Phys Rev E 89:022914 CrossRef Zhu Y, Zheng ZG, Yang JZ (2014) Chimera states on complex networks. Phys Rev E 89:022914 CrossRef
Metadata
Title
Chimera state in a feed-forward neuronal network
Authors
Peihua Feng
Jiayi Yang
Ying Wu
Publication date
10-01-2023
Publisher
Springer Netherlands
Published in
Cognitive Neurodynamics
Print ISSN: 1871-4080
Electronic ISSN: 1871-4099
DOI
https://doi.org/10.1007/s11571-022-09928-6