A Multicast Routing Scheme for a Universal Spiking Neural Network Architecture

被引:14
|
作者
Wu, Jian [1 ]
Furber, Steve [1 ]
机构
[1] Univ Manchester, Sch Comp Sci, Adv Processor Technol Grp, Manchester M13 9PL, Lancs, England
来源
COMPUTER JOURNAL | 2010年 / 53卷 / 03期
基金
英国工程与自然科学研究理事会;
关键词
neural network; routing; event-driven; multicast; fault-tolerance; SIMULATION;
D O I
10.1093/comjnl/bxp024
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
A multicast routing infrastructure is proposed as a core feature of SpiNNaker, a massively parallel computer for the real-time simulation of large-scale spiking neural networks. The infrastructure is implemented using a communications router, based on an event-driven routing scheme, on each multicore processing node in the system. The design considerations emphasize the difference between the requirements of neural network communications and those of conventional computer networks and on-chip networks. The focus of the design is on neural modelling flexibility, power-efficiency, fault-tolerance and the communication throughput of the router.
引用
收藏
页码:280 / 288
页数:9
相关论文
共 50 条
  • [21] A Reconfigurable Graphene-Based Spiking Neural Network Architecture
    Wang, He
    Laurenciu, Nicoleta Cucu
    Cotofana, Sorin Dan
    IEEE OPEN JOURNAL OF NANOTECHNOLOGY, 2021, 2 : 59 - 71
  • [22] An Optimized Deep Spiking Neural Network Architecture Without Gradients
    Bethi, Yeshwanth
    Xu, Ying
    Cohen, Gregory
    Van Schaik, Andre
    Afshar, Saeed
    IEEE ACCESS, 2022, 10 : 97912 - 97929
  • [23] Model architecture for associative memory in a neural network of spiking neurons
    Agnes, Everton J.
    Erichsen, Rubem, Jr.
    Brunnet, Leonardo G.
    PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2012, 391 (03) : 843 - 848
  • [24] Auditory perception architecture with spiking neural network and implementation on FPGA
    Deng, Bin
    Fan, Yanrong
    Wang, Jiang
    Yang, Shuangming
    NEURAL NETWORKS, 2023, 165 : 31 - 42
  • [25] Modelling Spiking Neural Network from the Architecture Evaluation Perspective
    Yu Ji
    You-Hui Zhang
    Wei-Min Zheng
    Journal of Computer Science and Technology, 2016, 31 : 50 - 59
  • [26] On the Modeling of a Nano Communication Network using Spiking Neural Architecture
    Jabbari, Amir
    Balasingham, Ilangko
    2012 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS (ICC), 2012, : 6193 - 6197
  • [27] ANALYSIS OF NEURAL-NETWORK ROUTING SCHEME FOR TELECOMMUNICATION NETWORK
    LU, W
    ISHAK, I
    IEICE TRANSACTIONS ON COMMUNICATIONS, 1995, E78B (09) : 1326 - 1329
  • [28] Modular Neural Tile Architecture for Compact Embedded Hardware Spiking Neural Network
    Sandeep Pande
    Fearghal Morgan
    Seamus Cawley
    Tom Bruintjes
    Gerard Smit
    Brian McGinley
    Snaider Carrillo
    Jim Harkin
    Liam McDaid
    Neural Processing Letters, 2013, 38 : 131 - 153
  • [29] Modular Neural Tile Architecture for Compact Embedded Hardware Spiking Neural Network
    Pande, Sandeep
    Morgan, Fearghal
    Cawley, Seamus
    Bruintjes, Tom
    Smit, Gerard
    McGinley, Brian
    Carrillo, Snaider
    Harkin, Jim
    McDaid, Liam
    NEURAL PROCESSING LETTERS, 2013, 38 (02) : 131 - 153
  • [30] EFFICIENT MULTICAST SOURCE ROUTING SCHEME
    CHEN, WT
    SHEU, PR
    CHANG, YR
    COMPUTER COMMUNICATIONS, 1993, 16 (10) : 662 - 666