One-dimensional organic artificial multi-synapses enabling electronic textile neural network for wearable neuromorphic applications

  • Ham, Seonggil
  • Kang, Minji
  • Jang, Seonghoon
  • Jang, Jingon
  • Choi, Sanghyeon
  • ... Wang, Gunuk
  • 외 1명
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초록

One-dimensional (1D) devices are becoming the most desirable format for wearable electronic technology because they can be easily woven into electronic (e-) textile(s) with versatile functional units while maintaining their inherent features under mechanical stress. In this study, we designed 1D fiber-shaped multi-synapses comprising ferroelectric organic transistors fabricated on a 100-mu m Ag wire and used them as multisynaptic channels in an e-textile neural network for wearable neuromorphic applications. The device mimics diverse synaptic functions with excellent reliability even under 6000 repeated input stimuli and mechanical bending stress. Various NOR-type textile arrays are formed simply by cross-pointing 1D synapses with Ag wires, where each output from individual synapse can be integrated and propagated without undesired leakage. Notably, the 1D multi-synapses achieved up to similar to 90 and similar to 70% recognition accuracy for MNIST and electrocardiogram patterns, respectively, even in a single-layer neural network, and almost maintained regardless of the bending conditions.

키워드

TIMING-DEPENDENT PLASTICITYDEVICESCLASSIFICATIONTRANSISTORSSENSORARRAY
제목
One-dimensional organic artificial multi-synapses enabling electronic textile neural network for wearable neuromorphic applications
저자
Ham, SeonggilKang, MinjiJang, SeonghoonJang, JingonChoi, SanghyeonKim, Tae-WookWang, Gunuk
DOI
10.1126/sciadv.aba1178
발행일
2020-07
유형
Article
저널명
Science Advances
6
28