Biocompatible artificial synapses based on a zein active layer obtained from maize for neuromorphic computing

基于玉米醇溶蛋白活性层的生物相容性人工突触,用于神经形态计算

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作者:Youngjin Kim #, Chul Hyeon Park #, Jun Seop An, Seung-Hye Choi, Tae Whan Kim

Abstract

Artificial synaptic devices based on natural organic materials are becoming the most desirable for extending their fields of applications to include wearable and implantable devices due to their biocompatibility, flexibility, lightweight, and scalability. Herein, we proposed a zein material, extracted from natural maize, as an active layer in an artificial synapse. The synaptic device exhibited notable digital-data storage and analog data processing capabilities. Remarkably, the zein-based synaptic device achieved recognition accuracy of up to 87% and exhibited clear digit-classification results on the learning and inference test. Moreover, the recognition accuracy of the zein-based artificial synapse was maintained within a difference of less than 2%, regardless of mechanically stressed conditions. We believe that this work will be an important asset toward the realization of wearable and implantable devices utilizing artificial synapses.

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