神经元与神经胶质相互作用的缩小平均场模型中的螺旋吸引子

Sergey Olenin, Sergey Stasenko, Tatiana Levanova
{"title":"神经元与神经胶质相互作用的缩小平均场模型中的螺旋吸引子","authors":"Sergey Olenin, Sergey Stasenko, Tatiana Levanova","doi":"arxiv-2405.04291","DOIUrl":null,"url":null,"abstract":"It is well known that bursting activity plays an important role in the\nprocesses of transmission of neural signals. In terms of population dynamics,\nmacroscopic bursting can be described using a mean-field approach. Mean field\ntheory provides a useful tool for analysis of collective behavior of a large\npopulations of interacting units, allowing to reduce the description of\ncorresponding dynamics to just a few equations. Recently a new phenomenological\nmodel was proposed that describes bursting population activity of a big group\nof excitatory neurons, taking into account short-term synaptic plasticity and\nthe astrocytic modulation of the synaptic dynamics [1]. The purpose of the\npresent study is to investigate various bifurcation scenarios of the appearance\nof bursting activity in the phenomenological model. We show that the birth of\nbursting population pattern can be connected both with the cascade of period\ndoubling bifurcations and further development of chaos according to the\nShilnikov scenario, which leads to the appearance of a homoclinic attractor\ncontaining a homoclinic loop of a saddle-focus equilibrium with the\ntwo-dimensional unstable invariant manifold. We also show that the homoclinic\nspiral attractors observed in the system under study generate several types of\nbursting activity with different properties.","PeriodicalId":501167,"journal":{"name":"arXiv - PHYS - Chaotic Dynamics","volume":"6 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2024-05-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Spiral Attractors in a Reduced Mean-Field Model of Neuron-Glial Interaction\",\"authors\":\"Sergey Olenin, Sergey Stasenko, Tatiana Levanova\",\"doi\":\"arxiv-2405.04291\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"It is well known that bursting activity plays an important role in the\\nprocesses of transmission of neural signals. In terms of population dynamics,\\nmacroscopic bursting can be described using a mean-field approach. Mean field\\ntheory provides a useful tool for analysis of collective behavior of a large\\npopulations of interacting units, allowing to reduce the description of\\ncorresponding dynamics to just a few equations. Recently a new phenomenological\\nmodel was proposed that describes bursting population activity of a big group\\nof excitatory neurons, taking into account short-term synaptic plasticity and\\nthe astrocytic modulation of the synaptic dynamics [1]. The purpose of the\\npresent study is to investigate various bifurcation scenarios of the appearance\\nof bursting activity in the phenomenological model. We show that the birth of\\nbursting population pattern can be connected both with the cascade of period\\ndoubling bifurcations and further development of chaos according to the\\nShilnikov scenario, which leads to the appearance of a homoclinic attractor\\ncontaining a homoclinic loop of a saddle-focus equilibrium with the\\ntwo-dimensional unstable invariant manifold. We also show that the homoclinic\\nspiral attractors observed in the system under study generate several types of\\nbursting activity with different properties.\",\"PeriodicalId\":501167,\"journal\":{\"name\":\"arXiv - PHYS - Chaotic Dynamics\",\"volume\":\"6 1\",\"pages\":\"\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2024-05-07\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"arXiv - PHYS - Chaotic Dynamics\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/arxiv-2405.04291\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"arXiv - PHYS - Chaotic Dynamics","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/arxiv-2405.04291","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

摘要

众所周知,猝发活动在神经信号传输过程中扮演着重要角色。就群体动力学而言,宏观猝发可以用均值场方法来描述。均场理论为分析大量相互作用单元的群体行为提供了有用的工具,可以将相应的动力学描述简化为几个方程。最近,有人提出了一种新的现象学模型,用于描述一大群兴奋性神经元的突发性群体活动,同时考虑了短期突触可塑性和星形胶质细胞对突触动力学的调节作用[1]。本研究的目的是探讨现象学模型中突发性活动出现的各种分岔情况。我们的研究表明,猝发群体模式的产生既与周期加倍分岔的级联有关,也与根据希尔尼科夫(Shilnikov)情景进一步发展的混沌有关,混沌会导致出现一个同室吸引子,该吸引子包含一个鞍焦平衡的同室环与二维不稳定不变流形。我们还证明,在所研究的系统中观察到的同次旋回吸引子会产生几种不同性质的爆破活动。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
Spiral Attractors in a Reduced Mean-Field Model of Neuron-Glial Interaction
It is well known that bursting activity plays an important role in the processes of transmission of neural signals. In terms of population dynamics, macroscopic bursting can be described using a mean-field approach. Mean field theory provides a useful tool for analysis of collective behavior of a large populations of interacting units, allowing to reduce the description of corresponding dynamics to just a few equations. Recently a new phenomenological model was proposed that describes bursting population activity of a big group of excitatory neurons, taking into account short-term synaptic plasticity and the astrocytic modulation of the synaptic dynamics [1]. The purpose of the present study is to investigate various bifurcation scenarios of the appearance of bursting activity in the phenomenological model. We show that the birth of bursting population pattern can be connected both with the cascade of period doubling bifurcations and further development of chaos according to the Shilnikov scenario, which leads to the appearance of a homoclinic attractor containing a homoclinic loop of a saddle-focus equilibrium with the two-dimensional unstable invariant manifold. We also show that the homoclinic spiral attractors observed in the system under study generate several types of bursting activity with different properties.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
Tunneling Time for Walking Droplets on an Oscillating Liquid Surface Rydberg excitons in cuprous oxide: A two-particle system with classical chaos Disruption of exo-asteroids around white dwarfs and the release of dust particles in debris rings in co-orbital motion Machine-aided guessing and gluing of unstable periodic orbits Nonequilibrium dynamics of coupled oscillators under the shear-velocity boundary condition
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1