Adaptive Processing Enabled by Sodium Alginate Based Complementary Memristor for Neuromorphic Sensory System

神经形态工程学 记忆电阻器 材料科学 纳米技术 感觉适应 明视 感觉系统 数码产品 适应(眼睛) 生物系统 人工神经网络 计算机科学 神经科学 电子工程 电气工程 人工智能 工程类 生物 视网膜
作者
Jiajuan Shi,Ya Lin,Zhongqiang Wang,Xuanyu Shan,Ye Tao,Xiaoning Zhao,Haiyang Xu,Yichun Liu
出处
期刊:Advanced Materials [Wiley]
卷期号:36 (32): e2314156-e2314156 被引量:32
标识
DOI:10.1002/adma.202314156
摘要

Adaptive processing allows sensory systems to autonomically adjust their sensitivity with exposure to a constant sensory stimulus and thus organisms to adapt to environmental variations. Bioinspired electronics with adaptive functions are highly desirable for the development of neuromorphic sensory systems (NSSs). Herein, the functions of desensitization and sensitivity changing with background intensity (i.e., Weber's law), as two fundamental cues of sensory adaptation, are biorealistically demonstrated in an Ag nanowire (NW)-embedded sodium alginate (SA) based complementary memristor. In particular, Weber's law is experimentally emulated in a single complementary memristor. Furthermore, three types of adaptive NSS unit are constructed to realize a multiple perceptual capability that processes the stimuli of illuminance, temperature, and pressure signals. Taking neuromorphic vision as an example, scotopic and photopic adaptation functions are well reproduced for image enhancement against dark and bright backgrounds. Importantly, an NSS system with multisensory integration function is demonstrated by combining light and pressure spikes, where the accuracy of pattern recognition is obviously enhanced relative to that of an individual sense. This work offers a new strategy for developing neuromorphic electronics with adaptive functions and paves the way toward developing a highly efficient NSS.
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