在合神经群体时,动态模式的突触依赖性
Roberto Barrio1, Jorge A Jover-Galtier1, Ana Mayora-Cebollero1
1Department of Applied Mathematics and IUMA, Computational Dynamics group, University of Zaragoza, Zaragoza E-50009, Spain.
Physical review. E
|February 17, 2024
概括
这项研究探讨了神经网络的动态,揭示了三个模式:Rössler,爆发和尖端. 它研究了突触适应如何影响大神经群体中的这些集体动态.
科学领域:
- 计算神经科学是一种神经科学.
- 动态系统理论 动态系统理论
背景情况:
- 神经质量模型对于理解大规模大脑活动至关重要.
- 下一代模型为神经群体动态提供了更详细的见解.
研究的目的:
- 分析和比较两个结合的神经质量模型.
- 研究突触适应对集体神经动态的影响.
- 在神经网络中识别不同的动态模式.
主要方法:
- 对二次整合和发射尖端神经元的全对全合网络的分析.
- 数学建模,通过参数将两个神经质量模型联系起来.
- 参数变化用于研究动态模式之间的过渡.
主要成果:
- 确定了三个主要的动态模式:罗斯勒式 (漏斗式),破裂式和尖端式 (振荡器式).
- 证明了两种模型之间的关系,允许参数驱动的过渡.
- 观察到混沌集体动态的潜力,其中突触适应性较弱.
结论:
- 这项研究突出了神经网络中多样化的集体动态.
- 它提出了关于最适合用于现实的神经模拟的动态模式的问题.
- 突触适应在塑造网络行为和混乱的出现方面发挥着至关重要的作用.
相关概念视频
Integration of Synaptic Events
1.5K
Synaptic integration mainly includes the summation of graded potentials. Graded potentials, regardless of their type, cause subtle alterations in membrane voltage, resulting in either depolarization or hyperpolarization. These incremental changes, when combined or summed, can propel the neuron toward its threshold. Consider, for example, a membrane experiencing a +15 mV shift, causing it to depolarize from -70 mV to -55 mV. In this scenario, graded potentials govern the membrane's ability to...
1.5K
Neural Circuits
1.2K
Neural circuits and neuronal pools are two of the main structures found in the nervous system. Neural circuits are networks of neurons that work together to carry out a specific task or process. They consist of interconnected neurons and glial cells, which provide structural and metabolic support.
Neuronal pools are collections of nerve cells with similar functions and interact through chemical and electrical signals. These pools include both interneurons (the central neural circuit nodes that...
Neuronal pools are collections of nerve cells with similar functions and interact through chemical and electrical signals. These pools include both interneurons (the central neural circuit nodes that...
1.2K
Neuronal Communication
941
Neurons, the fundamental units of the brain and nervous system, communicate through complex electrochemical signals that underpin all cognitive and bodily functions. This communication is primarily facilitated by a process involving the generation and propagation of an action potential along the axon of the neuron. When the internal electrical charge of a neuron surpasses a certain threshold, an action potential is triggered. This rapid change in voltage travels swiftly along the axon to the...
941
Synaptic Signaling
5.5K
Neurons communicate at synapses, or junctions, to excite or inhibit the activity of other neurons or target cells, such as muscles. Synapses may be chemical or electrical.
Most synapses are chemical, meaning an electrical impulse or action potential spurs the release of chemical messengers called neurotransmitters. The neuron sending the signal is called the presynaptic neuron, and the neuron receiving the signal is the postsynaptic neuron.
The presynaptic neuron fires an action potential that...
Most synapses are chemical, meaning an electrical impulse or action potential spurs the release of chemical messengers called neurotransmitters. The neuron sending the signal is called the presynaptic neuron, and the neuron receiving the signal is the postsynaptic neuron.
The presynaptic neuron fires an action potential that...
5.5K
Neural Regulation
39.4K
Digestion begins with a cephalic phase that prepares the digestive system to receive food. When our brain processes visual or olfactory information about food, it triggers impulses in the cranial nerves innervating the salivary glands and stomach to prepare for food.
39.4K
The Synapse
125.1K
Neurons communicate with one another by passing on their electrical signals to other neurons. A synapse is the location where two neurons meet to exchange signals. At the synapse, the neuron that sends the signal is called the presynaptic cell, while the neuron that receives the message is called the postsynaptic cell. Note that most neurons can be both presynaptic and postsynaptic, as they both transmit and receive information.
125.1K


