Hardware implementation of spike-based neuromorphic computing and its design methodologies

被引:0
|
作者
Zhang, Lining [1 ]
Chan, Mansun [2 ,3 ]
机构
[1] Peking Univ, Sch Elect & Comp Engn, Shenzhen, Peoples R China
[2] Hong Kong Univ Sci & Technol, Dept Elect & Comp Engn, Hong Kong, Peoples R China
[3] ACCESS AI Chip Ctr Emerging Smart Syst, InnoHK Ctr, Hong Kong, Peoples R China
关键词
spiking neural network; hardware SNN; neuromorphic computing; SNN co-designs; design methodology;
D O I
10.3389/fnins.2022.1113983
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
引用
收藏
页数:3
相关论文
共 50 条
  • [1] Towards spike-based machine intelligence with neuromorphic computing
    Kaushik Roy
    Akhilesh Jaiswal
    Priyadarshini Panda
    [J]. Nature, 2019, 575 : 607 - 617
  • [2] Towards spike-based machine intelligence with neuromorphic computing
    Roy, Kaushik
    Jaiswal, Akhilesh
    Panda, Priyadarshini
    [J]. NATURE, 2019, 575 (7784) : 607 - 617
  • [3] Review of spike-based neuromorphic computing for brain-inspired vision: biology, algorithms, and hardware
    Hendy, Hagar
    Merkel, Cory
    [J]. JOURNAL OF ELECTRONIC IMAGING, 2022, 31 (01)
  • [4] Analog Hardware Implementation of Spike-Based Delayed Feedback Reservoir Computing System
    Li, Jialing
    Zhao, Chenyuan
    Hamedani, Kian
    Yi, Yang
    [J]. 2017 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN), 2017, : 3439 - 3446
  • [5] Exploring Spike-Based Learning for Neuromorphic Computing: Prospects and Perspectives
    Rathi, Nitin
    Agrawal, Amogh
    Lee, Chankyu
    Kosta, Adarsh Kumar
    Roy, Kaushik
    [J]. PROCEEDINGS OF THE 2021 DESIGN, AUTOMATION & TEST IN EUROPE CONFERENCE & EXHIBITION (DATE 2021), 2021, : 902 - 907
  • [6] Spike-based dynamic computing with asynchronous sensing-computing neuromorphic chip
    Man Yao
    Ole Richter
    Guangshe Zhao
    Ning Qiao
    Yannan Xing
    Dingheng Wang
    Tianxiang Hu
    Wei Fang
    Tugba Demirci
    Michele De Marchi
    Lei Deng
    Tianyi Yan
    Carsten Nielsen
    Sadique Sheik
    Chenxi Wu
    Yonghong Tian
    Bo Xu
    Guoqi Li
    [J]. Nature Communications, 15 (1)
  • [7] Neuromorphic Engineering: From Biological to Spike-Based Hardware Nervous Systems
    Yang, Jia-Qin
    Wang, Ruopeng
    Ren, Yi
    Mao, Jing-Yu
    Wang, Zhan-Peng
    Zhou, Ye
    Han, Su-Ting
    [J]. ADVANCED MATERIALS, 2020, 32 (52)
  • [8] A Long Short-Term Memory for AI Applications in Spike-based Neuromorphic Hardware
    Arjun Rao
    Philipp Plank
    Andreas Wild
    Wolfgang Maass
    [J]. Nature Machine Intelligence, 2022, 4 : 467 - 479
  • [9] A Long Short-Term Memory for AI Applications in Spike-based Neuromorphic Hardware
    Rao, Arjun
    Plank, Philipp
    Wild, Andreas
    Maass, Wolfgang
    [J]. NATURE MACHINE INTELLIGENCE, 2022, 4 (05) : 467 - 479
  • [10] Resistive memories for spike-based neuromorphic circuits
    Vianello, E.
    Werner, T.
    Bichler, O.
    Valentian, A.
    Molas, G.
    Yvert, B.
    De Salvo, B.
    Perniola, L.
    [J]. 2017 IEEE 9TH INTERNATIONAL MEMORY WORKSHOP (IMW), 2017, : 135 - 140