A 1, 000-Neuron System with One Million 7-Bit Physical Interconnections

Abstract

An asynchronous PDM (Pulse-Density-Modulating) digital neural network system has been developed in our laboratory. It consists of one thousand neurons that are physically interconnected via one million 7-bit synapses. It can solve one thousand simultaneous nonlinear first-order differential equations in a fully parallel and continuous fashion. The performance of this system was measured by a winner-take-all network with one thousand neurons. Although the magnitude of the input and network parameters were identi(cid:173) cal for each competing neuron, one of them won in 6 milliseconds. This processing speed amounts to 360 billion connections per sec(cid:173) ond. A broad range of neural networks including spatiotemporal filtering, feedforward, and feedback networks can be run by loading appropriate network parameters from a host system.

Cite

Text

Hirai. "A 1, 000-Neuron System with One Million 7-Bit Physical Interconnections." Neural Information Processing Systems, 1997.

Markdown

[Hirai. "A 1, 000-Neuron System with One Million 7-Bit Physical Interconnections." Neural Information Processing Systems, 1997.](https://mlanthology.org/neurips/1997/hirai1997neurips-000neuron/)

BibTeX

@inproceedings{hirai1997neurips-000neuron,
  title     = {{A 1, 000-Neuron System with One Million 7-Bit Physical Interconnections}},
  author    = {Hirai, Yuzo},
  booktitle = {Neural Information Processing Systems},
  year      = {1997},
  pages     = {705-711},
  url       = {https://mlanthology.org/neurips/1997/hirai1997neurips-000neuron/}
}