一个强大的平衡机制,用于尖端的神经网络
Antonio Politi1,2, Alessandro Torcini2,3,4
1Institute for Complex Systems and Mathematical Biology and Department of Physics, Aberdeen AB24 3UE, United Kingdom.
Chaos (Woodbury, N.Y.)
|April 19, 2024
概括
我们发现了一个新的非线性机制,平衡大脑激发和抑制,解释了没有强大的外部输入的情况下不规则的神经发射. 这一发现依赖于突触可塑性,并为大脑动态提供了洞察力.
科学领域:
- 计算神经科学是一种神经科学.
- 神经动力学 神经动力学
- 突触性可塑性 突触性可塑性
背景情况:
- 大脑皮层中不规则的,较低的发射率通常由激发和抑制之间的平衡来解释.
- 了解维持这种平衡的机制对于理解神经计算至关重要.
研究的目的:
- 提出和验证一种新的非线性机制,用于在随机尖端神经网络中实现平衡状态.
- 调查突触可塑性,特别是短期抑郁症在这种平衡机制中的作用.
- 为了证明这种机制的稳定性,即使没有显著的外部电流.
主要方法:
- 开发了一种自我一致的数学分析来建模神经网络动态.
- 在越来越大的网络上进行了广泛的模拟,以验证理论发现.
- 专注于由于短期抑郁症导致的突触活动的非线性反应.
主要成果:
- 确定了由突触可塑性 (短期抑郁) 驱动的强大的非线性平衡机制.
- 在尖端神经网络中证明了稳定的平衡制度的出现.
- 确认该机制即使在没有强大的外部电流的情况下也有效运行.
- 观察到平衡状态是由波动驱动的,导致所有神经元中的高度不规则的尖端.
结论:
- 激发激发突触的短期抑郁提供了一个强大的非线性机制,在神经网络中平衡激发和抑制.
- 这种机制可以解释在皮质中观察到的不规则的尖峰动态.
- 这些发现强调了内在网络特性和突触可塑性在维持皮质活动模式方面的重要性.
相关概念视频
The Role of Ion Channels in Neuronal Computation
3.2K
A postsynaptic neuron usually receives numerous impulses from several other presynaptic neurons. The axon hillock of the postsynaptic neuron integrates all these signals and determines the likelihood of firing an action potential.
Sometimes a single EPSP is strong enough to induce an action potential in the postsynaptic neuron. However, multiple presynaptic inputs must often create EPSPs around the same time for the postsynaptic neuron to be sufficiently depolarized to fire an action potential....
Sometimes a single EPSP is strong enough to induce an action potential in the postsynaptic neuron. However, multiple presynaptic inputs must often create EPSPs around the same time for the postsynaptic neuron to be sufficiently depolarized to fire an action potential....
3.2K
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
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
Graded Potential
3.8K
Graded potentials are localized fluctuations in the cell membrane's electrical charge, commonly found in the dendrites of neurons. The magnitude of these potential changes depends on the strength of the initiating stimulus. In a membrane at its resting potential, a graded potential signifies a voltage shift either above -70 mV or below -70 mV.
Graded potentials fall into two categories: depolarizing and hyperpolarizing. Depolarizing graded potentials typically occur when sodium (Na+) or...
Graded potentials fall into two categories: depolarizing and hyperpolarizing. Depolarizing graded potentials typically occur when sodium (Na+) or...
3.8K
Neuronal Communication
868
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...
868
The Synapse
125.0K
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.
125.0K


