A4 Vertaisarvioitu artikkeli konferenssijulkaisussa
Exploring NoC jitter effect on simulation of spiking neural networks
Tekijät: Sergei Dytckov, Sushri Sunita Purohit, Masoud Daneshtalab, Juha Plosila, Hannu Tenhunen
Toimittaja: Waleed W. Smari, Vesna Zeljkovic
Konferenssin vakiintunut nimi: High Performance Computing & Simulation, HPCS 2014
Julkaisuvuosi: 2014
Kokoomateoksen nimi: Proceedings of the 2014 International Conference on High Performance Computing & Simulation (HPCS 2014)
Aloitussivu: 693
Lopetussivu: 696
Sivujen määrä: 4
ISBN: 978-1-4799-5312-7
DOI: https://doi.org/10.1109/HPCSim.2014.6903756
Verkko-osoite: http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=6903756
Rinnakkaistallenteen osoite: https://research.utu.fi/converis/portal/detail/Publication/2227404
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.
Ladattava julkaisu This is an electronic reprint of the original article. |  |
