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A single shot coherent Ising machine based on a network of injection-locked multicore fiber lasers.
Babaeian, Masoud; Nguyen, Dan T; Demir, Veysi; Akbulut, Mehmetcan; Blanche, Pierre-A; Kaneda, Yushi; Guha, Saikat; Neifeld, Mark A; Peyghambarian, N.
Afiliación
  • Babaeian M; College of Optical Sciences, University of Arizona, Tucson, AZ, 85721, USA. Babaeian@physics.arizona.edu.
  • Nguyen DT; Department of Physics, University of Arizona, Tucson, AZ, 85721, USA. Babaeian@physics.arizona.edu.
  • Demir V; College of Optical Sciences, University of Arizona, Tucson, AZ, 85721, USA.
  • Akbulut M; Corning Research and Development Corporation, Corning, NY, 14831, USA.
  • Blanche PA; ASML Corp, Wilton, CT, 06897, USA.
  • Kaneda Y; College of Optical Sciences, University of Arizona, Tucson, AZ, 85721, USA.
  • Guha S; College of Optical Sciences, University of Arizona, Tucson, AZ, 85721, USA.
  • Neifeld MA; College of Optical Sciences, University of Arizona, Tucson, AZ, 85721, USA.
  • Peyghambarian N; College of Optical Sciences, University of Arizona, Tucson, AZ, 85721, USA.
Nat Commun ; 10(1): 3516, 2019 Aug 06.
Article en En | MEDLINE | ID: mdl-31388011
ABSTRACT
Combinatorial optimization problems over large and complex systems have many applications in social networks, image processing, artificial intelligence, computational biology and a variety of other areas. Finding the optimized solution for such problems in general are usually in non-deterministic polynomial time (NP)-hard complexity class. Some NP-hard problems can be easily mapped to minimizing an Ising energy function. Here, we present an analog all-optical implementation of a coherent Ising machine (CIM) based on a network of injection-locked multicore fiber (MCF) lasers. The Zeeman terms and the mutual couplings appearing in the Ising Hamiltonians are implemented using spatial light modulators (SLMs). As a proof-of-principle, we demonstrate the use of optics to solve several Ising Hamiltonians for up to thirteen nodes. Overall, the average accuracy of the CIM to find the ground state energy was ~90% for 120 trials. The fundamental bottlenecks for the scalability and programmability of the presented CIM are discussed as well.

Texto completo: 1 Colección: 01-internacional Base de datos: MEDLINE Idioma: En Revista: Nat Commun Asunto de la revista: BIOLOGIA / CIENCIA Año: 2019 Tipo del documento: Article País de afiliación: Estados Unidos

Texto completo: 1 Colección: 01-internacional Base de datos: MEDLINE Idioma: En Revista: Nat Commun Asunto de la revista: BIOLOGIA / CIENCIA Año: 2019 Tipo del documento: Article País de afiliación: Estados Unidos