对先进趋势的全面审查:从人工突触到神经形态系统,同时考虑非理想效应
Kyuree Kim1, Min Suk Song2, Hwiho Hwang3
1Department of Electrical and Computer Engineering, Inha University, Incheon, Republic of Korea.
Frontiers in neuroscience
|April 25, 2024
概括
神经形态系统使用人工神经元和突触器件进行高效的计算. 本研究分析了突触设备特征和克服硬件缺陷以提高神经网络性能的方法.
科学领域:
- 神经形态工程的神经形态工程
- 人工智能硬件是人工智能的硬件.
- 设备物理 设备物理
背景情况:
- 神经形态系统模拟生物神经系统,以实现高效的计算.
- 突触设备是关键组件,以导电或电容存储神经网络重量.
- 神经形态系统中的硬件非理想性可以降低与软件对应器相比的性能.
研究的目的:
- 讨论针对特定应用的突触器件的基本特征.
- 分析不同类型的突触设备 (基于导电和基于电容) 及其阵列操作.
- 审查在神经形态系统中减轻硬件非理想性的方法.
主要方法:
- 将突触器件分为基于导电和基于电容的类型.
- 分析数组结构,矢量矩阵乘法 (VMM) 机制以及最近的实现进展.
- 审查包括硬件,信号工程和软件硬件协同优化在内的补偿技术.
主要成果:
- 基于导电和基于电容的突触装置操作和特征的详细探索.
- 分析不同数组结构中的VMM计算及其实现状态.
- 确定各种策略,以补偿影响性能的硬件非理想性.
结论:
- 了解突触装置特征对于特定应用的神经形态系统设计至关重要.
- 有效地缓解硬件非理想性对于实现神经形态计算的全部潜力至关重要.
- 硬件,信号和软件方法的组合对于强大的神经形态硬件是必要的.
相关概念视频
Electrical Synapses
Electrical synapses found in all nervous systems play important and unique roles. In these synapses, the presynaptic and postsynaptic membranes are very close together (3.5 nm) and are actually physically connected by channel proteins forming gap junctions.
Gap junctions allow the current to pass directly from one cell to the next. In contrast, in the chemical synapse, the neurotransmitters carry the information through the synaptic cleft from one neuron to the next. They consist of two...
Gap junctions allow the current to pass directly from one cell to the next. In contrast, in the chemical synapse, the neurotransmitters carry the information through the synaptic cleft from one neuron to the next. They consist of two...
Overview of Synapses
A synapse is a specialized structure where two neurons connect, allowing them to pass an electrical or chemical signal to another neuron. It is the point of communication between neurons. The term "synapse" is derived from the Greek word "synapsis," which means "conjunction." The entire process of neural communication revolves around the synapse. When activated, a neuron releases chemicals known as neurotransmitters into the synapse. These neurotransmitters cross the synapse and bind to...
Postsynaptic Potential (PSP)
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...
Integration of Synaptic Events
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...
Neural Circuits
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...


