• DocumentCode
    596833
  • Title

    Dedicated FPGA communication architecture and design for a large-scale neuromorphic system

  • Author

    Thanasoulis, Vasilis ; Partzsch, Johannes ; Hartmann, Steve ; Mayr, Christian ; Schuffny, Rene

  • Author_Institution
    Parallel VLSI Syst. & Neuromorphic Circuits, Tech. Univ. Dresden, Dresden, Germany
  • fYear
    2012
  • fDate
    9-12 Dec. 2012
  • Firstpage
    877
  • Lastpage
    880
  • Abstract
    The communication infrastructure is a crucial part of neuromorphic VLSI systems. A sophisticated network is required for the transmission of pulse events among the individual neuron-and-synapse circuits and the configuration data for the components of the system. We present a packet-based communication network implemented on FPGA that provides pulse stimulation, inter-node connectivity and allows the complete control and configuration of the neuromorphic system by a host unit. The design deploys a specific architecture for optimized throughput and implements a reliable and ordered data delivery. It employs also a large Playback/Trace memory that offers pulse event replay and recording of the produced neuronal activity. Altogether, our implementation is more versatile than recent FPGA-based neuromorphic infrastructures, allowing for fast system configuration, stimulation and monitoring.
  • Keywords
    VLSI; field programmable gate arrays; neural nets; communication infrastructure; dedicated FPGA communication architecture; internode connectivity; large-scale neuromorphic system; neuromorphic VLSI system; neuron-and-synapse circuit; packet-based communication network; playback memory; pulse event recording; pulse event replay; pulse event transmission; pulse stimulation; trace memory; Computer architecture; Field programmable gate arrays; IP networks; Neuromorphics; Neurons; Reliability; Throughput;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Electronics, Circuits and Systems (ICECS), 2012 19th IEEE International Conference on
  • Conference_Location
    Seville
  • Print_ISBN
    978-1-4673-1261-5
  • Electronic_ISBN
    978-1-4673-1259-2
  • Type

    conf

  • DOI
    10.1109/ICECS.2012.6463548
  • Filename
    6463548