Literature DB >> 28218920

A non-volatile organic electrochemical device as a low-voltage artificial synapse for neuromorphic computing.

Yoeri van de Burgt1, Ewout Lubberman1,2, Elliot J Fuller3, Scott T Keene1, Grégorio C Faria1,4, Sapan Agarwal3, Matthew J Marinella5, A Alec Talin3, Alberto Salleo1.   

Abstract

The brain is capable of massively parallel information processing while consuming only ∼1-100 fJ per synaptic event. Inspired by the efficiency of the brain, CMOS-based neural architectures and memristors are being developed for pattern recognition and machine learning. However, the volatility, design complexity and high supply voltages for CMOS architectures, and the stochastic and energy-costly switching of memristors complicate the path to achieve the interconnectivity, information density, and energy efficiency of the brain using either approach. Here we describe an electrochemical neuromorphic organic device (ENODe) operating with a fundamentally different mechanism from existing memristors. ENODe switches at low voltage and energy (<10 pJ for 103 μm2 devices), displays >500 distinct, non-volatile conductance states within a ∼1 V range, and achieves high classification accuracy when implemented in neural network simulations. Plastic ENODes are also fabricated on flexible substrates enabling the integration of neuromorphic functionality in stretchable electronic systems. Mechanical flexibility makes ENODes compatible with three-dimensional architectures, opening a path towards extreme interconnectivity comparable to the human brain.

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Year:  2017        PMID: 28218920     DOI: 10.1038/nmat4856

Source DB:  PubMed          Journal:  Nat Mater        ISSN: 1476-1122            Impact factor:   43.841


  93 in total

1.  Electrochemical strain microscopy probes morphology-induced variations in ion uptake and performance in organic electrochemical transistors.

Authors:  R Giridharagopal; L Q Flagg; J S Harrison; M E Ziffer; J Onorato; C K Luscombe; D S Ginger
Journal:  Nat Mater       Date:  2017-06-19       Impact factor: 43.841

Review 2.  Roadmap on semiconductor-cell biointerfaces.

Authors:  Bozhi Tian; Shuai Xu; John A Rogers; Stefano Cestellos-Blanco; Peidong Yang; João L Carvalho-de-Souza; Francisco Bezanilla; Jia Liu; Zhenan Bao; Martin Hjort; Yuhong Cao; Nicholas Melosh; Guglielmo Lanzani; Fabio Benfenati; Giulia Galli; Francois Gygi; Rylan Kautz; Alon A Gorodetsky; Samuel S Kim; Timothy K Lu; Polina Anikeeva; Michal Cifra; Ondrej Krivosudský; Daniel Havelka; Yuanwen Jiang
Journal:  Phys Biol       Date:  2018-03-09       Impact factor: 2.583

3.  Non-volatile memories: Organic memristors come of age.

Authors:  Ilia Valov; Michael Kozicki
Journal:  Nat Mater       Date:  2017-10-23       Impact factor: 43.841

Review 4.  Molecular Design Strategies toward Improvement of Charge Injection and Ionic Conduction in Organic Mixed Ionic-Electronic Conductors for Organic Electrochemical Transistors.

Authors:  Nadzeya A Kukhta; Adam Marks; Christine K Luscombe
Journal:  Chem Rev       Date:  2021-12-13       Impact factor: 60.622

5.  Room-Temperature-Formed PEDOT:PSS Hydrogels Enable Injectable, Soft, and Healable Organic Bioelectronics.

Authors:  Shiming Zhang; Yihang Chen; Hao Liu; Zitong Wang; Haonan Ling; Changsheng Wang; Jiahua Ni; Betül Çelebi-Saltik; Xiaochen Wang; Xiang Meng; Han-Jun Kim; Avijit Baidya; Samad Ahadian; Nureddin Ashammakhi; Mehmet R Dokmeci; Jadranka Travas-Sejdic; Ali Khademhosseini
Journal:  Adv Mater       Date:  2019-10-28       Impact factor: 30.849

Review 6.  Learning from the brain's architecture: bioinspired strategies towards implantable neural interfaces.

Authors:  Nicholas J Rommelfanger; Carl Hc Keck; Yihang Chen; Guosong Hong
Journal:  Curr Opin Biotechnol       Date:  2021-08-05       Impact factor: 9.740

Review 7.  How is flexible electronics advancing neuroscience research?

Authors:  Yihang Chen; Nicholas J Rommelfanger; Ali I Mahdi; Xiang Wu; Scott T Keene; Abdulmalik Obaid; Alberto Salleo; Huiliang Wang; Guosong Hong
Journal:  Biomaterials       Date:  2020-12-02       Impact factor: 12.479

8.  Nanofiber Channel Organic Electrochemical Transistors for Low-Power Neuromorphic Computing and Wide-Bandwidth Sensing Platforms.

Authors:  Sol-Kyu Lee; Young Woon Cho; Jong-Sung Lee; Young-Ran Jung; Seung-Hyun Oh; Jeong-Yun Sun; SangBum Kim; Young-Chang Joo
Journal:  Adv Sci (Weinh)       Date:  2021-03-26       Impact factor: 16.806

9.  Neuro-Inspired Signal Processing in Ferromagnetic Nanofibers.

Authors:  Tomasz Blachowicz; Jacek Grzybowski; Pawel Steblinski; Andrea Ehrmann
Journal:  Biomimetics (Basel)       Date:  2021-05-26

Review 10.  Neuromorphic Devices for Bionic Sensing and Perception.

Authors:  Mingyue Zeng; Yongli He; Chenxi Zhang; Qing Wan
Journal:  Front Neurosci       Date:  2021-06-29       Impact factor: 4.677

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