Oxide-based RRAM materials for neuromorphic computing

被引:0
|
作者
XiaoLiang Hong
Desmond JiaJun Loy
Putu Andhita Dananjaya
Funan Tan
CheeMang Ng
WenSiang Lew
机构
[1] Nanyang Technological University,Division of Physics and Applied Physics, School of Physical and Mathematical Sciences
[2] Nanyang Technological University,School of Electrical and Electronic Engineering
来源
关键词
Resistive Random Access Memory (RRAM); Oxide-based RRAM; Neuromorphic Computation; RRAM Devices; Synaptic Devices;
D O I
暂无
中图分类号
学科分类号
摘要
In this review, a comprehensive survey of different oxide-based resistive random-access memories (RRAMs) for neuromorphic computing is provided. We begin with the history of RRAM development, physical mechanism of conduction, fundamental of neuromorphic computing, followed by a review of a variety of RRAM oxide materials (PCMO, HfOx, TaOx, TiOx, NiOx, etc.) with a focus on their application for neuromorphic computing. Our goal is to give a broad review of oxide-based RRAM materials that can be adapted to neuromorphic computing and to help further ongoing research in the field.
引用
收藏
页码:8720 / 8746
页数:26
相关论文
共 50 条
  • [41] Graphene oxide-based bioinspired neuromorphic transistors with artificial synaptic plasticity
    Meng, Xinru
    Qin, Gexun
    Sun, Yanmei
    MATERIALS SCIENCE IN SEMICONDUCTOR PROCESSING, 2025, 186
  • [42] PHYSICAL MODEL OF ELECTROFORMING MECHANISM IN OXIDE-BASED RESISTIVE SWITCHING DEVICES (RRAM)
    Sun, Pengxiao
    Li, Ling
    Lu, Nianduan
    Lv, Hangbing
    Liu, Su
    Liu, Ming
    2014 12TH IEEE INTERNATIONAL CONFERENCE ON SOLID-STATE AND INTEGRATED CIRCUIT TECHNOLOGY (ICSICT), 2014,
  • [43] Physical Mechanism of Resistive Switching and Optimization Design of Cell in Oxide-based RRAM
    Kang, Jinfeng
    Gao, Bin
    Chen, Bing
    Huang, Peng
    Zhang, Feifei
    Liu, Lifeng
    Liu, Xiaoyan
    2012 IEEE 11TH INTERNATIONAL CONFERENCE ON SOLID-STATE AND INTEGRATED CIRCUIT TECHNOLOGY (ICSICT-2012), 2012, : 220 - 223
  • [44] Oxide-Based RRAM: Unified Microscopic Principle for both Unipolar and Bipolar Switching
    Gao, B.
    Kang, J. F.
    Chen, Y. S.
    Zhang, F. F.
    Chen, B.
    Huang, P.
    Liu, L. F.
    Liu, X. Y.
    Wang, Y. Y.
    Tran, X. A.
    Wang, Z. R.
    Yu, H. Y.
    Chin, Albert
    2011 IEEE INTERNATIONAL ELECTRON DEVICES MEETING (IEDM), 2011,
  • [45] Enhancement of Resistive and Synaptic Characteristics in Tantalum Oxide-Based RRAM by Nitrogen Doping
    Kim, Doohyung
    Kim, Jihyung
    Kim, Sungjun
    NANOMATERIALS, 2022, 12 (19)
  • [46] Charge Transition of Oxygen Vacancies during Resistive Switching in Oxide-Based RRAM
    Lee, Jihang
    Schell, William
    Zhu, Xiaojian
    Kioupakis, Emmanouil
    Lu, Wei D.
    ACS APPLIED MATERIALS & INTERFACES, 2019, 11 (12) : 11579 - 11586
  • [47] Ferroelectric materials for neuromorphic computing
    Oh, S.
    Hwang, H.
    Yoo, I. K.
    APL MATERIALS, 2019, 7 (09)
  • [48] Analytical Modeling of Current Overshoot in Oxide-Based Resistive Switching Memory (RRAM)
    Ambrogio, Stefano
    Milo, Valerio
    Wang, ZhongQiang
    Balatti, Simone
    Ielmini, Daniele
    IEEE ELECTRON DEVICE LETTERS, 2016, 37 (10) : 1268 - 1271
  • [49] HR3AM: A Heat Resilient Design for RRAM-based Neuromorphic Computing
    Liu, Xiao
    Zhou, Mingxuan
    Rosing, Tajana S.
    Zhao, Jishen
    2019 IEEE/ACM INTERNATIONAL SYMPOSIUM ON LOW POWER ELECTRONICS AND DESIGN (ISLPED), 2019,
  • [50] 2D RRAM and Verilog-A model for Neuromorphic Computing
    Huang, Yifu
    Wu, Xiaohan
    Gu, Yuqian
    Ge, Ruijing
    Zhang, Jiahan
    Chang, Yao-Feng
    Akinwande, Deji
    Lee, Jack C.
    2021 IEEE 16TH NANOTECHNOLOGY MATERIALS AND DEVICES CONFERENCE (NMDC 2021), 2021,