Emerging photoelectric devices for neuromorphic vision applications: principles, developments, and outlooks

神经形态工程学 记忆电阻器 计算机科学 仿生学 冯·诺依曼建筑 计算机体系结构 晶体管 人工智能 材料科学 电子工程 电气工程 人工神经网络 工程类 操作系统 电压
作者
Yi Zhang,Zhuohui Huang,Jie Jiang
出处
期刊:Science and Technology of Advanced Materials [Taylor & Francis]
卷期号:24 (1): 2186689-2186689 被引量:34
标识
DOI:10.1080/14686996.2023.2186689
摘要

The traditional von Neumann architecture is gradually failing to meet the urgent need for highly parallel computing, high-efficiency, and ultra-low power consumption for the current explosion of data. Brain-inspired neuromorphic computing can break the inherent limitations of traditional computers. Neuromorphic devices are the key hardware units of neuromorphic chips to implement the intelligent computing. In recent years, the development of optogenetics and photosensitive materials has provided new avenues for the research of neuromorphic devices. The emerging optoelectronic neuromorphic devices have received a lot of attentions because they have shown great potential in the field of visual bionics. In this paper, we summarize the latest visual bionic applications of optoelectronic synaptic memristors and transistors based on different photosensitive materials. The basic principle of bio-vision formation is first introduced. Then the device structures and operating mechanisms of optoelectronic memristors and transistors are discussed. Most importantly, the recent progresses of optoelectronic synaptic devices based on various photosensitive materials in the fields of visual perception are described. Finally, the problems and challenges of optoelectronic neuromorphic devices are summarized, and the future development of visual bionics is also proposed.
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