自动供电的人工神经元设备:迈向全集感知和计算系统
Tong Zheng1, Xinkai Xie1, Qiongfeng Shi1
1College of Electrical Science and Engineering, Southeast university, Nanjing, 210000, China.
Advanced materials (Deerfield Beach, Fla.)
|February 19, 2025
概括
这篇评论探讨了使用 triboelectric,压电和光电效应的自动供电人工神经元设备. 将这些与神经形态计算相结合,为智能应用提供了高效的全合一系统.
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.
- 电气工程 电气工程
背景情况:
- 对于节能传感和计算的需求日益增长.
- 自动传感和神经形态计算为低能耗,高性能系统提供解决方案.
- 这些技术的整合有望实现全合一的智能设备.
研究的目的:
- 审查自动供电的人工神经元设备的进展.
- 分析基于 triboelectric,压电和光电效应的设备.
- 综合感知-计算-启动系统的总结.
主要方法:
- 检查设备结构,机制和功能.
- 各种自动供电的人工神经元设备的电气特性比较.
- 讨论提高绩效的策略.讨论提高绩效的策略.
主要成果:
- 概述使用不同物理效应的自动供电人工神经元设备.
- 自动驱动感知系统 (触觉,视觉,听觉) 的总结.
- 关闭循环控制的集成系统的阐明.
结论:
- 自动传感和神经形态计算集成是一个有前途的方法.
- 这些集成系统为先进的智能应用铺平了道路.
- 进一步的发展有助于实现更智能的未来.
相关概念视频
What is a Sensory System?
Sensory systems detect stimuli—such as light and sound waves—and transduce them into neural signals that can be interpreted by the nervous system. In addition to external stimuli detected by the senses, some sensory systems detect internal stimuli—such as the proprioceptors in muscles and tendons that send feedback about limb position.
The Role of Ion Channels in Neuronal Computation
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.
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...
Sensory Perception: Organization of the Somatosensory System
The somatosensory system is the central and peripheral nervous system component that senses and processes touch, pressure, pain, temperature, and body position or proprioception. The process of sensation takes place at three levels:
The receptor level:
The receptor level is the first stage of sensation. It involves the detection of a stimulus by specialized sensory receptors. The stimulus must arrive within the receptor's receptive field. Next, the receptor converts the energy of the stimulus...
The receptor level:
The receptor level is the first stage of sensation. It involves the detection of a stimulus by specialized sensory receptors. The stimulus must arrive within the receptor's receptive field. Next, the receptor converts the energy of the stimulus...
Perception
Perception is a fundamental psychological process that enables individuals to organize, interpret, and consciously experience sensory information. This process is crucial for understanding and interacting with the world around us. It includes both bottom-up and top-down processing, each playing a distinct role in how we perceive our environment.
Bottom-up processing begins at the sensory level, where receptors detect external environmental stimuli. These could include the tactile sensation of...
Bottom-up processing begins at the sensory level, where receptors detect external environmental stimuli. These could include the tactile sensation of...
Parallel Processing
The brain processes sensory information rapidly due to parallel processing, which involves sending data across multiple neural pathways at the same time. This method allows the brain to manage various sensory qualities, such as shapes, colors, movements, and locations, all concurrently. For instance, when observing a forest landscape, the brain simultaneously processes the movement of leaves, the shapes of trees, the depth between them, and the various shades of green. This enables a quick and...


