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arXiv 2312.03219cond-mat.dis-nn
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临界神经场动力学中的多标度性

Multifractality in critical neural field dynamics

CEA, DRF, Joliot, NeuroSpin, Paris-Saclay University(法国原子能委员会,DRF,若利奥中心,NeuroSpin,巴黎萨克雷大学);Inria MIND team, Paris-Saclay University(法国国家信息与自动化研究所,MIND团队,巴黎萨克雷大学);Department of Neuroscience and Biomedical Engineering, Aalto University(阿尔托大学,神经科学与生物医学工程系);Neuroscience Center, Helsinki Institute of Life Science, Helsinki University(赫尔辛基大学生命科学研究所,神经科学中心);School of Psychology & Neuroscience, University of Glasgow(格拉斯哥大学,心理学与神经科学学院)

Merlin Dumeur, Sheng H. Wang, J. Matias Palva, Philippe Ciuciu

AI总结:

研究通过神经场模型揭示临界点附近神经活动的多标度性特征,为理解脑记录中的多标度性提供理论依据。

摘要:

脑临界性假说长期以来只以自相似性来描述脑动力学,尽管实验证据表明大脑表现出显著的多标度性。为理解多标度性如何在类似临界的系统中出现,我们使用了一个表现出神经振荡和临界相变的神经场模型。我们发现多标度性在同步相变附近出现,当模型处于不同相变时,多标度性的变化模式也会改变。这些发现表明,时间动力学中的多标度性在神经场中临界点附近出现,为解释脑记录中的多标度性提供了形式基础。

英文摘要:

The brain criticality hypothesis has largely only characterized brain dynamics in terms of their self-similarity, although experimental evidence suggests that the brain exhibits significant multifractality. To understand how multifractality may emerge in critical-like systems modeling neuronal activity, we used a neural field model exhibiting neural oscillations and a critical phase transition. We find that multifractality emerges near a synchronization phase transition, and that the pattern of variation of multifractality changes when placing the model at a different phase transition. These findings show that multifractality in temporal dynamics emerges near criticality in neural fields, providing a formal basis for interpreting multifractality in brain recordings.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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