生物启发的神经形态感官系统从智能感知到神经电子学
Elvis K Boahen1, Hyukmin Kweon1,2, Hayoung Oh1
1Department of Chemical Engineering, Hanyang University, Seoul, 04763, Republic of Korea.
Advanced science (Weinheim, Baden-Wurttemberg, Germany)
|November 11, 2024
概括
神经形状的人工感官系统模仿人类的神经系统,用于先进的人工智能. 这篇评论探讨了突触设备和神经网络,对于机器人和可穿戴设备中的类似大脑计算至关重要.
科学领域:
- 神经科学是一个神经科学.
- 计算机科学 计算机科学
- 材料科学 材料科学 材料科学
背景情况:
- 神经形人造感官系统的灵感来源于人类神经系统的信号处理.
- 这些系统整合了感官突触设备和神经网络算法,用于类似大脑的计算.
- 应用包括人形机器人,假肢和可穿戴技术.
研究的目的:
- 审查突触设备技术和神经网络处理算法之间的关系.
- 突出它们对人工智能 (AI) 能力的相互影响.
- 探索人工突触特性及其通过人工神经网络 (ANN) 的处理方面的进展.
主要方法:
- 审查关于突触设备技术和ANN的当前文献.
- 通过各种刺激 (光学,听觉,机械,化学) 触发的人造突触性质的分析.
- 检查ANN处理用于像图像和多式模式识别等应用.
主要成果:
- 人工突触特性对各种刺激的反应的进步.
- 在图像和多式模式模式识别中成功应用ANN来处理传感输入.
- 人工突触模拟生物感知的演示.
结论:
- 突触装置和神经网络的整合是神经形态系统的关键.
- 进一步了解神经网络处理对于该领域的创新至关重要.
- 未来的发展需要解决完善这些复杂的类似大脑的计算系统的挑战.
相关概念视频
What is a Sensory System?
92.9K
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.
92.9K
Sensory Perception: Organization of the Somatosensory System
2.8K
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...
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...
2.8K
Perception
436
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...
436
Parallel Processing
145
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...
145
Introduction to Special Senses
5.5K
Sensory receptors play an integral part in comprehending our external and internal environments. They receive diverse stimuli, converting them into the nervous system's electrochemical signals. This conversion occurs as the stimulus alters the sensory neuron's cell membrane potential, instigating the generation of an action potential. This action potential is subsequently transmitted to the central nervous system (CNS), which integrates with other sensory data or higher cognitive...
5.5K
Functions of the Nervous System
3.3K
The nervous system is responsible for coordinating and regulating the body's functions. It functions through three main processes: sensory, integrative, and motor processes. Sensory function involves the detection and transmission of information about internal and external stimuli from sensory receptors to the CNS. The CNS processes this information through an integrative function, where it interprets and makes decisions based on the incoming sensory information. Finally, the motor function...
3.3K


