Flexible Neuromorphic Electronics for Wearable Near‐Sensor and In‐Sensor Computing Systems

神经形态工程学 可穿戴计算机 数码产品 可穿戴技术 认知计算 过程(计算) 智能系统 计算机体系结构 电气工程 嵌入式系统 计算机科学 认知 人工智能 物联网 神经科学 工程类 人工神经网络 操作系统 生物
作者
Hyowon Jang,Ji-Hwan Lee,Chang‐Jae Beak,Swarup Biswas,Sin‐Hyung Lee,Hyeok Kim
出处
期刊:Advanced Materials [Wiley]
卷期号:37 (9): e2416073-e2416073 被引量:96
标识
DOI:10.1002/adma.202416073
摘要

Flexible neuromorphic architectures that emulate biological cognitive systems hold great promise for smart wearable electronics. To realize neuro-inspired sensing and computing electronics, artificial sensory neurons that detect and process external stimuli must be integrated with central nervous systems capable of parallel computation. In near-sensor computing, synaptic devices, and sensors are used to emulate sensory neurons and receptors, respectively. In contrast, in in-sensor computing, a single multifunctional device serves as both the receptor and neuron. Bio-inspired cognitive systems efficiently detect and process stimuli through data structuring techniques, significantly reducing data volume and enabling the extension of neuromorphic applications to smart wearable systems. To construct wearable near- and in-sensor computing, it is crucial to develop artificial sensory neurons and central nervous synapses that replicate the biological functionalities. Additionally, the integrated systems must exhibit high mechanical flexibility and integration density. This review addresses research on flexible bio-inspired cognitive systems, classified into near- and in-sensor computing. It covers fundamental aspects, including biological cognitive processes, the required components, and the structures for each component, as well as applications for wearable smart systems. Finally, it offers perspectives on future research directions for flexible neuromorphic electronics in smart wearable systems connected to the next-generation Internet of Things.
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