Literature DB >> 29668290

Synaptic Computation Enabled by Joule Heating of Single-Layered Semiconductors for Sound Localization.

Linfeng Sun1, Yishu Zhang2, Geunwoo Hwang1, Jinbao Jiang1,3, Dohyun Kim1, Yonas Assefa Eshete1, Rong Zhao2, Heejun Yang1.   

Abstract

Synaptic computation, which is vital for information processing and decision making in neural networks, has remained technically challenging to be demonstrated without using numerous transistors and capacitors, though significant efforts have been made to emulate the biological synaptic transmission such as short-term and long-term plasticity and memory. Here, we report synaptic computation based on Joule heating and versatile doping induced metal-insulator transition in a scalable monolayer-molybdenum disulfide (MoS2) device with a biologically comparable energy consumption (∼10 fJ). A circuit with our tunable excitatory and inhibitory synaptic devices demonstrates a key function for realizing the most precise temporal computation in the human brain, sound localization: detecting an interaural time difference by suppressing sound intensity- or frequency-dependent synaptic connectivity. This Letter opens a way to implement synaptic computing in neuromorphic applications, overcoming the limitation of scalability and power consumption in conventional CMOS-based neuromorphic devices.

Entities:  

Keywords:  Synaptic computation; doping; metal insulator transition; resistive heating; semiconductor; two-dimensional materials

Year:  2018        PMID: 29668290     DOI: 10.1021/acs.nanolett.8b00994

Source DB:  PubMed          Journal:  Nano Lett        ISSN: 1530-6984            Impact factor:   11.189


  8 in total

1.  Neuromorphic object localization using resistive memories and ultrasonic transducers.

Authors:  Filippo Moro; Emmanuel Hardy; Bruno Fain; Thomas Dalgaty; Paul Clémençon; Alessio De Prà; Eduardo Esmanhotto; Niccolò Castellani; François Blard; François Gardien; Thomas Mesquida; François Rummens; David Esseni; Jérôme Casas; Giacomo Indiveri; Melika Payvand; Elisa Vianello
Journal:  Nat Commun       Date:  2022-06-18       Impact factor: 17.694

2.  Self-selective van der Waals heterostructures for large scale memory array.

Authors:  Linfeng Sun; Yishu Zhang; Gyeongtak Han; Geunwoo Hwang; Jinbao Jiang; Bomin Joo; Kenji Watanabe; Takashi Taniguchi; Young-Min Kim; Woo Jong Yu; Bai-Sun Kong; Rong Zhao; Heejun Yang
Journal:  Nat Commun       Date:  2019-07-18       Impact factor: 14.919

3.  In-sensor reservoir computing for language learning via two-dimensional memristors.

Authors:  Linfeng Sun; Zhongrui Wang; Jinbao Jiang; Yeji Kim; Bomin Joo; Shoujun Zheng; Seungyeon Lee; Woo Jong Yu; Bai-Sun Kong; Heejun Yang
Journal:  Sci Adv       Date:  2021-05-14       Impact factor: 14.136

4.  Flexible and transparent memristive synapse based on polyvinylpyrrolidone/N-doped carbon quantum dot nanocomposites for neuromorphic computing.

Authors:  Tao Zeng; Zhi Yang; Jiabing Liang; Ya Lin; Yankun Cheng; Xiaochi Hu; Xiaoning Zhao; Zhongqiang Wang; Haiyang Xu; Yichun Liu
Journal:  Nanoscale Adv       Date:  2021-03-29

5.  A biomimetic 2D transistor for audiomorphic computing.

Authors:  Sarbashis Das; Akhil Dodda; Saptarshi Das
Journal:  Nat Commun       Date:  2019-08-01       Impact factor: 14.919

6.  Toward a generalized Bienenstock-Cooper-Munro rule for spatiotemporal learning via triplet-STDP in memristive devices.

Authors:  Zhongqiang Wang; Tao Zeng; Yanyun Ren; Ya Lin; Haiyang Xu; Xiaoning Zhao; Yichun Liu; Daniele Ielmini
Journal:  Nat Commun       Date:  2020-03-20       Impact factor: 14.919

7.  Artificial 2D van der Waals Synapse Devices via Interfacial Engineering for Neuromorphic Systems.

Authors:  Woojin Park; Hye Yeon Jang; Jae Hyeon Nam; Jung-Dae Kwon; Byungjin Cho; Yonghun Kim
Journal:  Nanomaterials (Basel)       Date:  2020-01-02       Impact factor: 5.076

8.  Artificial visual systems enabled by quasi-two-dimensional electron gases in oxide superlattice nanowires.

Authors:  You Meng; Fangzhou Li; Changyong Lan; Xiuming Bu; Xiaolin Kang; Renjie Wei; SenPo Yip; Dapan Li; Fei Wang; Tsunaki Takahashi; Takuro Hosomi; Kazuki Nagashima; Takeshi Yanagida; Johnny C Ho
Journal:  Sci Adv       Date:  2020-11-11       Impact factor: 14.136

  8 in total

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