Literature DB >> 32937532

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

Seonggil Ham1, Minji Kang2, Seonghoon Jang1, Jingon Jang1, Sanghyeon Choi1, Tae-Wook Kim3, Gunuk Wang4.   

Abstract

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-μm 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 ~90 and ~70% recognition accuracy for MNIST and electrocardiogram patterns, respectively, even in a single-layer neural network, and almost maintained regardless of the bending conditions.
Copyright © 2020 The Authors, some rights reserved; exclusive licensee American Association for the Advancement of Science. No claim to original U.S. Government Works. Distributed under a Creative Commons Attribution NonCommercial License 4.0 (CC BY-NC).

Entities:  

Year:  2020        PMID: 32937532     DOI: 10.1126/sciadv.aba1178

Source DB:  PubMed          Journal:  Sci Adv        ISSN: 2375-2548            Impact factor:   14.136


  5 in total

1.  Artificial neuromorphic cognitive skins based on distributed biaxially stretchable elastomeric synaptic transistors.

Authors:  Hyunseok Shim; Seonmin Jang; Anish Thukral; Seongsik Jeong; Hyeseon Jo; Bin Kan; Shubham Patel; Guodan Wei; Wei Lan; Hae-Jin Kim; Cunjiang Yu
Journal:  Proc Natl Acad Sci U S A       Date:  2022-06-01       Impact factor: 12.779

2.  Applications of Carbon Nanotubes in the Internet of Things Era.

Authors:  Jinbo Pang; Alicja Bachmatiuk; Feng Yang; Hong Liu; Weijia Zhou; Mark H Rümmeli; Gianaurelio Cuniberti
Journal:  Nanomicro Lett       Date:  2021-09-11

3.  Integration of multiple electronic components on a microfibre towards an emerging electronic textile platform.

Authors:  Sunbin Hwang; Minji Kang; Aram Lee; Sukang Bae; Seoung-Ki Lee; Sang Hyun Lee; Takhee Lee; Gunuk Wang; Tae-Wook Kim
Journal:  Nat Commun       Date:  2022-06-08       Impact factor: 17.694

4.  Flexible artificial Si-In-Zn-O/ion gel synapse and its application to sensory-neuromorphic system for sign language translation.

Authors:  Seyong Oh; Jeong-Ick Cho; Byeong Hyeon Lee; Seunghwan Seo; Ju-Hee Lee; Hyongsuk Choo; Keun Heo; Sang Yeol Lee; Jin-Hong Park
Journal:  Sci Adv       Date:  2021-10-29       Impact factor: 14.136

5.  Dynamic Model of the Short-Term Synaptic Behaviors of PEDOT-based Organic Electrochemical Transistors with Modified Shockley Equations.

Authors:  Haonian Shu; Haowei Long; Haibin Sun; Baochen Li; Haomiao Zhang; Xiaoxue Wang
Journal:  ACS Omega       Date:  2022-04-19
  5 in total

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