短期可塑性促进了激发-抑制网络中合的混乱振荡器的同步
Kun Shan1, Changhai Tian2, Zhigang Zheng3
1School of Physics and Electronic Engineering, Jiangsu University, Zhenjiang, Jiangsu 212013, China.
Chaos (Woodbury, N.Y.)
|July 7, 2025
概括
短期可塑性 (STP) 和突触权重在神经网络中动态调节激发-抑制 (EI) 平衡. 这种平衡影响了网络同步和集体行为,混乱的细胞在STP下显示了增强的同步.
科学领域:
- 计算神经科学是一种神经科学.
- 神经网络动态 神经网络动态
- 复杂的系统复杂的系统.
背景情况:
- 协调激发抑制 (EI) 平衡对神经功能至关重要,由突触重量和可塑性调节.
- 单个细胞动态和短期可塑性 (STP) 在新兴网络模式中的特定作用在很大程度上仍未被探索.
研究的目的:
- 研究EI平衡和STP之间的相互作用如何影响神经网络中的集体行为.
- 了解单个细胞动态 (混乱与非混乱) 对STP下网络同步的贡献.
主要方法:
- 利用一个合的Hindmarsh-Rose神经元系统来建模神经网络.
- 操纵了突触权重,并加入了STP来调整EI平衡.
- 在混乱和非混乱网络中分析了发射模式和同步水平.
主要成果:
- 有STP的网络表现出比没有STP的网络更高的同步,无论细胞类型如何.
- 当考虑STP时,混乱神经网络比非混乱网络更容易实现完全同步.
- STP和突触权重都充当EI平衡的调节者,对同步和多稳定点火模式产生差异影响.
结论:
- 短期可塑性 (STP) 显著增强神经网络中的同步触发模式.
- 单个细胞的动态,特别是混乱的行为,当通过STP调节时,便于同步.
- STP和突触权重为控制EI平衡和新出现的网络行为提供了不同的机制,包括同步和多稳定性.
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