• DocumentCode
    1768290
  • Title

    A pulse communication flow ready for accelerated neuromorphic experiments

  • Author

    Thanasoulis, Vasilis ; Vogginger, Bernhard ; Partzsch, Johannes ; Schuffny, Rene

  • Author_Institution
    Parallel VLSI Syst. & Neuromorphic Circuits, Tech. Univ. Dresden, Dresden, Germany
  • fYear
    2014
  • fDate
    1-5 June 2014
  • Firstpage
    265
  • Lastpage
    268
  • Abstract
    Large-scale neuromorphic systems demand a sophisticated communication infrastructure to support several functionalities like configuration of neuron-and-synapse blocks, pulse stimulation, routing and tracing of the neural activity. This infrastructure is usually implemented around custom-designed FPGA systems. Performance requirements for these systems significantly increase when emulating the biological counterpart at an accelerated timescale. In this paper we characterize the capability of such a system to provide accurate long-term stimulation for emulated spiking networks and tracing of their activity. The design has a capacity of 1 billion timestamped events for both stimulation and tracing with a time resolution up to 48 ns. We characterize the communication flow in terms of throughput, transmission delay, packet loss and jitter. The results show that the implementation meets the needs of learning experiments, which is an important issue for state-of-the-art neuromorphic systems.
  • Keywords
    field programmable gate arrays; neural chips; accelerated neuromorphic experiments; communication infrastructure; custom-designed FPGA systems; emulated spiking networks; jitter; large-scale neuromorphic systems; neural activity; neuron-and-synapse blocks; packet loss; pulse communication flow; pulse stimulation; throughput; transmission delay; Acceleration; Bandwidth; Computational modeling; Computer architecture; Field programmable gate arrays; Optimization;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Circuits and Systems (ISCAS), 2014 IEEE International Symposium on
  • Conference_Location
    Melbourne VIC
  • Print_ISBN
    978-1-4799-3431-7
  • Type

    conf

  • DOI
    10.1109/ISCAS.2014.6865116
  • Filename
    6865116