Physics-Inspired Optimization for Quadratic Unconstrained Problems Using a Digital Annealer
1QBit · Fujitsu (Japan) · +3 more institutions
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…
Citation impact
- FWCI
- 31.77
- Percentile
- 100%
- References
- 97
Authors
6Topics & keywords
- Speedup
- Quadratic unconstrained binary optimization
- Computer science
- Simulated annealing
- Gaussian
- Parallel computing
- Parallel tempering
- Algorithm