Literature DB >> 29726076

Synergistic Gating of Electro-Iono-Photoactive 2D Chalcogenide Neuristors: Coexistence of Hebbian and Homeostatic Synaptic Metaplasticity.

Rohit Abraham John1, Fucai Liu1, Nguyen Anh Chien1, Mohit R Kulkarni1, Chao Zhu1, Qundong Fu1, Arindam Basu2, Zheng Liu1, Nripan Mathews1,3.   

Abstract

Emulation of brain-like signal processing with thin-film devices can lay the foundation for building artificially intelligent learning circuitry in future. Encompassing higher functionalities into single artificial neural elements will allow the development of robust neuromorphic circuitry emulating biological adaptation mechanisms with drastically lesser neural elements, mitigating strict process challenges and high circuit density requirements necessary to match the computational complexity of the human brain. Here, 2D transition metal di-chalcogenide (MoS2 ) neuristors are designed to mimic intracellular ion endocytosis-exocytosis dynamics/neurotransmitter-release in chemical synapses using three approaches: (i) electronic-mode: a defect modulation approach where the traps at the semiconductor-dielectric interface are perturbed; (ii) ionotronic-mode: where electronic responses are modulated via ionic gating; and (iii) photoactive-mode: harnessing persistent photoconductivity or trap-assisted slow recombination mechanisms. Exploiting a novel multigated architecture incorporating electrical and optical biases, this incarnation not only addresses different charge-trapping probabilities to finely modulate the synaptic weights, but also amalgamates neuromodulation schemes to achieve "plasticity of plasticity-metaplasticity" via dynamic control of Hebbian spike-time dependent plasticity and homeostatic regulation. Coexistence of such multiple forms of synaptic plasticity increases the efficacy of memory storage and processing capacity of artificial neuristors, enabling design of highly efficient novel neural architectures.
© 2018 WILEY-VCH Verlag GmbH & Co. KGaA, Weinheim.

Entities:  

Keywords:  2D chalcogenides; Hebbian synaptic plasticity; associative learning; homeostatic regulation; neuromorphic computing

Year:  2018        PMID: 29726076     DOI: 10.1002/adma.201800220

Source DB:  PubMed          Journal:  Adv Mater        ISSN: 0935-9648            Impact factor:   30.849


  14 in total

1.  A Photoelectric-Stimulated MoS2 Transistor for Neuromorphic Engineering.

Authors:  Shuiyuan Wang; Xiang Hou; Lan Liu; Jingyu Li; Yuwei Shan; Shiwei Wu; David Wei Zhang; Peng Zhou
Journal:  Research (Wash D C)       Date:  2019-11-11

2.  Contact-electrification-activated artificial afferents at femtojoule energy.

Authors:  Jinran Yu; Guoyun Gao; Jinrong Huang; Xixi Yang; Jing Han; Huai Zhang; Youhui Chen; Chunlin Zhao; Qijun Sun; Zhong Lin Wang
Journal:  Nat Commun       Date:  2021-03-11       Impact factor: 14.919

Review 3.  Triboelectric Nanogenerators as Active Tactile Stimulators for Multifunctional Sensing and Artificial Synapses.

Authors:  Jianhua Zeng; Junqing Zhao; Chengxi Li; Youchao Qi; Guoxu Liu; Xianpeng Fu; Han Zhou; Chi Zhang
Journal:  Sensors (Basel)       Date:  2022-01-27       Impact factor: 3.576

Review 4.  Memristive Devices Based on Two-Dimensional Transition Metal Chalcogenides for Neuromorphic Computing.

Authors:  Ki Chang Kwon; Ji Hyun Baek; Kootak Hong; Soo Young Kim; Ho Won Jang
Journal:  Nanomicro Lett       Date:  2022-02-05

Review 5.  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

6.  An artificial sensory neuron with visual-haptic fusion.

Authors:  Changjin Wan; Pingqiang Cai; Xintong Guo; Ming Wang; Naoji Matsuhisa; Le Yang; Zhisheng Lv; Yifei Luo; Xian Jun Loh; Xiaodong Chen
Journal:  Nat Commun       Date:  2020-09-14       Impact factor: 14.919

7.  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

Review 8.  Memristive Artificial Synapses for Neuromorphic Computing.

Authors:  Wen Huang; Xuwen Xia; Chen Zhu; Parker Steichen; Weidong Quan; Weiwei Mao; Jianping Yang; Liang Chu; Xing'ao Li
Journal:  Nanomicro Lett       Date:  2021-03-06

9.  Self-powered bifunctional sensor based on tribotronic planar graphene transistors.

Authors:  Yanfang Meng; Guoyun Gao; Jiaxue Zhu
Journal:  Sci Rep       Date:  2021-11-02       Impact factor: 4.379

10.  Synaptic Plasticity in Memristive Artificial Synapses and Their Robustness Against Noisy Inputs.

Authors:  Nan Du; Xianyue Zhao; Ziang Chen; Bhaskar Choubey; Massimiliano Di Ventra; Ilona Skorupa; Danilo Bürger; Heidemarie Schmidt
Journal:  Front Neurosci       Date:  2021-07-14       Impact factor: 4.677

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