一个双功能三终端的memristor适用于人工突触和神经元
Lingli Liu1, Putu Andhita Dananjaya1, Calvin Ching Ian Ang1
1School of Physical and Mathematical Sciences, Nanyang Technological University, 637371, Singapore. WenSiang@ntu.edu.sg.
Nanoscale
|October 17, 2023
概括
一种新型的三终端记忆器 (3TM) 模拟了突触和神经元功能,以实现高效的尖端神经网络 (SNN). 该设备展示了学习行为,并减少了未来神经形态计算应用的功耗.
科学领域:
- 材料科学 材料科学 材料科学
- 神经科学是一个神经科学.
- 计算机科学 计算机科学
背景情况:
- 尖端神经网络 (SNN) 模仿大脑进行高效的时空数据处理.
- 双终端记忆器提供突触和神经元功能,但面临运行挑战.
- 三终端的memristors (3TMs) 为集成的神经形态计算提供了一个潜在的解决方案.
研究的目的:
- 开发和描述一个能够执行突触和神经元功能的三终端记忆器 (3TM).
- 为了证明3TM模拟短期可塑性和学习行为的能力.
- 整合突触和神经元组件,以实现高效的SNN硬件实现.
主要方法:
- 基于氧离子迁移的3TM的制造.
- 突触功能的实验演示,如对脉冲促进和动态过.
- 使用3TM的内在特性模拟泄漏-整合-和-火神经元模型.
主要成果:
- 3TM成功地表现出短期可塑性和"学习-忘记-重新学习"行为.
- 重新学习所需的能量比最初的学习阶段要少.
- 在没有外部组件的情况下,3TM模拟了神经元泄漏,简化了SNN硬件.
结论:
- 开发的双功能3TM为SNN硬件提供了一个有前途的平台.
- 该设备增强了整合突触和神经元功能的过程兼容性.
- 3TM有助于更节能,更节省时间的神经形态计算.
相关概念视频
The Synapse
125.3K
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.
125.3K
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
1.3K
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...
1.3K
Chemical Synapses
8.9K
Chemical synapses are specialized sites between two neurons or between a neuron and a non-neuronal cell like a muscle, glandular or sensory cell.
Because chemical synapses depend on the release of neurotransmitter molecules from synaptic vesicles to pass on their signal, there is an approximately one millisecond delay between when the axon potential reaches the presynaptic terminal and when the neurotransmitter leads to opening of postsynaptic ion channels. Additionally, this signaling is...
Because chemical synapses depend on the release of neurotransmitter molecules from synaptic vesicles to pass on their signal, there is an approximately one millisecond delay between when the axon potential reaches the presynaptic terminal and when the neurotransmitter leads to opening of postsynaptic ion channels. Additionally, this signaling is...
8.9K
Synaptic Signaling
5.6K
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...
5.6K
Neuronal Communication
976
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...
976


