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Artificial brains. A million spiking-neuron integrated circuit with a scalable communication network and interface.
Merolla, Paul A; Arthur, John V; Alvarez-Icaza, Rodrigo; Cassidy, Andrew S; Sawada, Jun; Akopyan, Filipp; Jackson, Bryan L; Imam, Nabil; Guo, Chen; Nakamura, Yutaka; Brezzo, Bernard; Vo, Ivan; Esser, Steven K; Appuswamy, Rathinakumar; Taba, Brian; Amir, Arnon; Flickner, Myron D; Risk, William P; Manohar, Rajit; Modha, Dharmendra S.
Afiliación
  • Merolla PA; IBM Research-Almaden, 650 Harry Road, San Jose, CA 95120, USA.
  • Arthur JV; IBM Research-Almaden, 650 Harry Road, San Jose, CA 95120, USA.
  • Alvarez-Icaza R; IBM Research-Almaden, 650 Harry Road, San Jose, CA 95120, USA.
  • Cassidy AS; IBM Research-Almaden, 650 Harry Road, San Jose, CA 95120, USA.
  • Sawada J; IBM Research-Austin, 11501 Burnet Road, Austin, TX 78758, USA.
  • Akopyan F; IBM Research-Almaden, 650 Harry Road, San Jose, CA 95120, USA.
  • Jackson BL; IBM Research-Almaden, 650 Harry Road, San Jose, CA 95120, USA.
  • Imam N; Cornell University, 358 Upson Hall, Ithaca, NY 14853 USA.
  • Guo C; IBM Engineering and Technology Services, San Jose Design Center, 650 Harry Road, San Jose, CA 95120, USA.
  • Nakamura Y; IBM Research-Tokyo, Nippon Building Fund Toyosu Canal Front Building, 5-6-52 Toyosu, Koto-ku Tokyo 135-8511, Japan.
  • Brezzo B; IBM T. J. Watson Research Center, 101 Kitchawan Road, Yorktown Heights, NY 10598, USA.
  • Vo I; IBM Research-Austin, 11501 Burnet Road, Austin, TX 78758, USA.
  • Esser SK; IBM Research-Almaden, 650 Harry Road, San Jose, CA 95120, USA.
  • Appuswamy R; IBM Research-Almaden, 650 Harry Road, San Jose, CA 95120, USA.
  • Taba B; IBM Research-Almaden, 650 Harry Road, San Jose, CA 95120, USA.
  • Amir A; IBM Research-Almaden, 650 Harry Road, San Jose, CA 95120, USA.
  • Flickner MD; IBM Research-Almaden, 650 Harry Road, San Jose, CA 95120, USA.
  • Risk WP; IBM Research-Almaden, 650 Harry Road, San Jose, CA 95120, USA.
  • Manohar R; Cornell Tech, 111 Eighth Avenue No. 302, New York, NY 10011, USA.
  • Modha DS; IBM Research-Almaden, 650 Harry Road, San Jose, CA 95120, USA. dmodha@us.ibm.com.
Science ; 345(6197): 668-73, 2014 Aug 08.
Article en En | MEDLINE | ID: mdl-25104385
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.
Asunto(s)

Texto completo: 1 Colección: 01-internacional Base de datos: MEDLINE Asunto principal: Simulación por Computador / Encéfalo / Redes Neurales de la Computación / Interfaces Cerebro-Computador / Neuronas Idioma: En Revista: Science Año: 2014 Tipo del documento: Article País de afiliación: Estados Unidos Pais de publicación: Estados Unidos

Texto completo: 1 Colección: 01-internacional Base de datos: MEDLINE Asunto principal: Simulación por Computador / Encéfalo / Redes Neurales de la Computación / Interfaces Cerebro-Computador / Neuronas Idioma: En Revista: Science Año: 2014 Tipo del documento: Article País de afiliación: Estados Unidos Pais de publicación: Estados Unidos