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A million spiking-neuron integrated circuit with a scalable communication network and interface

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SCIENCE
卷 345, 期 6197, 页码 668-673

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AMER ASSOC ADVANCEMENT SCIENCE
DOI: 10.1126/science.1254642

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  1. Defense Advanced Research Projects Agency (DARPA) [HR0011-09-C-0002]

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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 400-pixel-by-240-pixel video input at 30 frames per second, the chip consumes 63 milliwatts.

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