小说两端突触/神经元基于抗铁电哈夫氧化装置用于神经形态计算
Kangli Xu1, Tianyu Wang2,3,4, Chen Lu1
1School of Microelectronics, State Key Laboratory of Integrated Chips and Systems, Fudan University, Shanghai 200433, P. R. China.
Nano letters
|August 15, 2024
概括
我们使用抗铁电氧化-氧化物 (HZO) 膜开发了人工神经元和突触. 这些设备模仿大脑功能,使高效的人工神经网络系统能够实现先进的神经形态计算.
科学领域:
- 神经形态计算是一种神经形态计算.
- 材料科学 材料科学 材料科学
- 人工智能 硬件 硬件
背景情况:
- 神经形态系统需要具有人工神经元和突触功能的设备.
- 抗铁电 (AFE) 材料为新型电子设备提供了潜力.
- 工作功能 (WF) 工程是调整突触设备行为的关键.
研究的目的:
- 使用HZO.创建一个双终端的人工泄漏整合火 (LIF) 神经元.
- 通过使用WF工程来开发具有可塑性的人工突触.
- 在人工神经网络系统中评估设备性能.
主要方法:
- 制造用于LIF神经元特征的W/HZO/W设备.
- 工程Au/Ti/HZO/W设备与不对称的WFs的突触性质.
- 将设备集成到人工神经网络系统中,用于数字识别任务.
主要成果:
- 由于AFE HZO极化,W/HZO/W设备显示了LIF神经元行为 (集成,发射,泄漏).
- Au/Ti/HZO/W 设备表现出突触可塑性 (配对脉冲促进,LTP/LTD).
- 构建的人工神经网络在数字识别方面实现了>90%的准确性.
结论:
- 基于AFE HZO电容器的设备可以作为人工神经元发挥作用.
- 世界基金会设计的人工突触显示出有前途的可塑性.
- 这些发现为高效的尖端和人工神经网络铺平了道路,使用AFE HZO设备进行神经形态计算.
相关概念视频
Electrical Synapses
8.2K
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...
8.2K
Metal-Semiconductor Junctions
319
The contact of metal and semiconductor can lead to the formation of a junction with either Schottky or Ohmic behavior.
Schottky Barriers
Schottky barriers arise when a metal with a work function (Φm) contacts a semiconductor with a different work function (Φs). Initially, electrons transfer until the Fermi levels of the metal and semiconductor align at equilibrium. For instance, if Φm > Φs, the semiconductor Fermi level is higher than the metal's before contact. The...
Schottky Barriers
Schottky barriers arise when a metal with a work function (Φm) contacts a semiconductor with a different work function (Φs). Initially, electrons transfer until the Fermi levels of the metal and semiconductor align at equilibrium. For instance, if Φm > Φs, the semiconductor Fermi level is higher than the metal's before contact. The...
319
The Synapse
124.6K
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.
124.6K
Neuronal Communication
816
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...
816
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
Types of Semiconductors
573
Intrinsic semiconductors are highly pure materials with no impurities. At absolute zero, these semiconductors behave as perfect insulators because all the valence electrons are bound, and the conduction band is empty, disallowing electrical conduction. The Fermi level is a concept used to describe the probability of occupancy of energy levels by electrons at thermal equilibrium. In intrinsic semiconductors, the Fermi level is positioned at the midpoint of the energy gap at absolute zero. When...
573


