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
Link To Document :
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