articleFrontiers in PhysicsApr 5, 2019GOLD OA

Physics-Inspired Optimization for Quadratic Unconstrained Problems Using a Digital Annealer

1QBit · Fujitsu (Japan) · +3 more institutions

Indexed inarxivcrossrefdoaj

Abstract

The Fujitsu Digital Annealer is designed to solve fully connected quadratic unconstrained binary optimization (QUBO) problems. It is implemented on application-specific CMOS hardware and currently solves problems of up to 1024 variables. The Digital Annealer's algorithm is currently based on simulated annealing; however, it differs from it in its utilization of an efficient parallel-trial scheme and a dynamic escape mechanism. In addition, the Digital Annealer exploits the massive parallelization that custom application-specific CMOS hardware allows. We compare the performance of the Digital Annealer to simulated annealing and parallel tempering with isoenergetic cluster moves on two-dimensional and fully…

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Authors

6

Topics & keywords

Keywords
  • Speedup
  • Quadratic unconstrained binary optimization
  • Computer science
  • Simulated annealing
  • Gaussian
  • Parallel computing
  • Parallel tempering
  • Algorithm
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