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Exploring NoC jitter effect on simulation of spiking neural networks

Authors :
Dytckov, S.
Purohit, S. S.
Daneshtalab, Masoud
Plosila, J.
Tenhunen, Hannu
Dytckov, S.
Purohit, S. S.
Daneshtalab, Masoud
Plosila, J.
Tenhunen, Hannu
Publication Year :
2014

Abstract

The major bottleneck in simulation of large-scale neural networks is the communication problem due to one-to-many neuron connectivity. Network-on-Chip concept has been proposed to address the problem. This work explores the drawback that is introduced by interconnection networks - a delay jitter. The preliminary experiment is held in the spiking neural network simulator introducing variable communicational delay to the simulation. The performance degradation is reported.<br />QC 20150604

Details

Database :
OAIster
Notes :
English
Publication Type :
Electronic Resource
Accession number :
edsoai.on1235084674
Document Type :
Electronic Resource
Full Text :
https://doi.org/10.1109.HPCSim.2014.6903756