在不同刺激下,神经网络对不同刺激的反应进行理论分析
Haosen Xue1, Zeying Lu2, Yueheng Lan1
1School of Science, Beijing University of Posts and Telecommunications, Beijing, China.
PloS one
|December 20, 2024
概括
这项研究表明,体外神经网络表现出记忆效应,并在受到各种电刺激时达到稳定状态. 这些发现对于在工程领域开发先进的闭环控制系统至关重要.
科学领域:
- 神经科学是一个神经科学.
- 生物医学工程 生物医学工程
- 计算生物学 计算生物学
背景情况:
- 神经调节对于生理功能和工程应用至关重要.
- 试管神经网络为复杂的闭环控制系统提供了潜力.
- 数学建模对于优化神经调节策略至关重要.
研究的目的:
- 在不同类型的刺激下,研究神经网络中的输入-输出关系.
- 为工程中先进的闭环调节奠定基础.
- 探索神经网络对先前刺激的记忆效应.
主要方法:
- 使用了一个构建的神经网络模型.
- 应用了波桑,方波和直流 (DC) 刺激.
- 独立和持续刺激方案被比较以评估记忆效应.
主要成果:
- 神经元发射速度随着刺激频率或振幅的增加而增加.
- 网络在0.8秒的刺激后达到稳定状态,在1秒的去除后恢复到基线.
- 观察到显著的记忆效应,独立于网络属性和刺激类型.
结论:
- 在体外培养的神经网络可以达到稳定状态并表现出记忆.
- 这些发现对于工程神经系统中闭环调节策略具有理论意义.
更多相关视频
相关概念视频
Neural Circuits
1.0K
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...
1.0K
The Role of Ion Channels in Neuronal Computation
3.1K
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....
3.1K
Neuronal Communication
777
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...
777
Postsynaptic Potential (PSP)
2.4K
Postsynaptic potential (PSP) refers to a change in the electrical potential of a neuron when neurotransmitters released by presynaptic neurons bind to postsynaptic receptors. This potential can either be excitatory, leading to depolarization and ultimately action potential generation, or inhibitory, leading to hyperpolarization and suppression of the postsynaptic neuron.
There are two types of receptors: ionotropic and metabotropic.
The ionotropic receptor is the membrane protein that has an...
There are two types of receptors: ionotropic and metabotropic.
The ionotropic receptor is the membrane protein that has an...
2.4K
Diversity in Cell Signaling Responses
6.4K
The physiological function of a cell and cellular communication are outcomes of a range of extrinsic signals, intracellular signaling pathways, and cellular responses. No two cell types express the same repertoire of signaling components. Receptors are highly selective for their cognate ligands, but once activated, they can alter multiple cellular processes such as DNA transcription, protein synthesis, and metabolic activity.
Graded and Abrupt Responses
Some signaling systems generate...
Graded and Abrupt Responses
Some signaling systems generate...
6.4K
Neuron Structure
12.6K
Neurons are the main type of cell in the nervous system that generate and transmit electrochemical signals. They primarily communicate with each other using neurotransmitters at specific junctions called synapses. Neurons come in many shapes that often relate to their function, but most share three main structures: an axon and dendrites that extend out from a cell body.
Structure and Function of Neurons
The neuronal cell body—the soma— houses the nucleus and organelles vital to...
Structure and Function of Neurons
The neuronal cell body—the soma— houses the nucleus and organelles vital to...
12.6K


