A million spiking-neuron integrated circuit with a scalable communication network and interface
IBM Research - Almaden · IBM Research - Austin · +4 more institutions
Abstract
Inspired by the brain's structure, we have developed an efficient, scalable, and flexible non-von Neumann architecture that leverages contemporary silicon technology. To demonstrate, we built a 5.4-billion-transistor chip with 4096 neurosynaptic cores interconnected via an intrachip network that integrates 1 million programmable spiking neurons and 256 million configurable synapses. Chips can be tiled in two dimensions via an interchip communication interface, seamlessly scaling the architecture to a cortexlike sheet of arbitrary size. The architecture is well suited to many applications that use complex neural networks in real time, for example, multiobject detection and classification. With…
Citation impact
- FWCI
- 162.86
- Percentile
- 100%
- References
- 25
Authors
20Topics & keywords
- Scalability
- Computer science
- Interface (matter)
- Chip
- Computer architecture
- Pixel
- Von Neumann architecture
- Computer hardware