Exploring NoC jitter effect on simulation of spiking neural networks
Sergei Dytckov; Hannu Tenhunen; Juha Plosila; Sushri Sunita Purohit; Masoud Daneshtalab
Exploring NoC jitter effect on simulation of spiking neural networks
Sergei Dytckov
Hannu Tenhunen
Juha Plosila
Sushri Sunita Purohit
Masoud Daneshtalab
Julkaisun pysyvä osoite on:
https://urn.fi/URN:NBN:fi-fe2021042714525
https://urn.fi/URN:NBN:fi-fe2021042714525
Tiivistelmä
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.
Kokoelmat
- Rinnakkaistallenteet [19207]