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Exploring NoC jitter effect on simulation of spiking neural networks
KTH, School of Information and Communication Technology (ICT), Electronics and Embedded Systems.
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2014 (English)In: Proceedings of the 2014 International Conference on High Performance Computing and Simulation, HPCS 2014, 2014, 693-696 p.Conference paper, Published paper (Refereed)
Abstract [en]

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.

Place, publisher, year, edition, pages
2014. 693-696 p.
Keyword [en]
network-on-chip, self-organizing maps, spiking neural networks, Conformal mapping, Intelligent agents, Jitter, Self organizing maps, Servers, VLSI circuits, Communication problems, Delay jitters, Jitter effect, Performance degradation, Computer simulation
National Category
Electrical Engineering, Electronic Engineering, Information Engineering
Identifiers
URN: urn:nbn:se:kth:diva-167963DOI: 10.1109/HPCSim.2014.6903756ISI: 000361141700094Scopus ID: 2-s2.0-84908636749ISBN: 978-1-4799-5313-4 (print)OAI: oai:DiVA.org:kth-167963DiVA: diva2:817065
Conference
2014 International Conference on High Performance Computing and Simulation, HPCS 2014, 21 July 2014 through 25 July 2014
Funder
VINNOVA
Note

QC 20150604

Available from: 2015-06-04 Created: 2015-05-22 Last updated: 2015-10-16Bibliographically approved

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CiteExportLink to record
Permanent link

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Cite
Citation style
  • apa
  • harvard1
  • ieee
  • modern-language-association-8th-edition
  • vancouver
  • Other style
More styles
Language
  • de-DE
  • en-GB
  • en-US
  • fi-FI
  • nn-NO
  • nn-NB
  • sv-SE
  • Other locale
More languages
Output format
  • html
  • text
  • asciidoc
  • rtf