Accelerated optimization problem search using Bose-Einstein condensation
Creators
- 1. National Institute of Informatics, 2-1-2 Hitotsubashi, Chiyoda-ku, Tokyo 101-8430 (Japan)
Description
We investigate a computational device that harnesses the effects of Bose-Einstein condensation to accelerate the speed of finding the solution of optimization problems. Many computationally difficult problems, including NP-complete problems, can be formulated as a ground state search problem. In a Bose-Einstein condensate, below the critical temperature, bosonic particles have a natural tendency to accumulate in the ground state. Furthermore, the speed of attaining this configuration is enhanced as a result of final state stimulation. We propose a physical device that incorporates these basic properties of bosons into the optimization problem, such that an optimized solution is found by a simple cooling of the physical temperature of the device. Using a semiclassical model to calculate the equilibration time for reaching the ground state, we found that this can be sped up by a factor of N, where N is the boson number per site. This allows for the annealing times for reaching a particular error to be systematically decreased by increasing the boson number per site. (paper)
Availability note (English)
Available from http://dx.doi.org/10.1088/1367-2630/13/11/113025Additional details
Identifiers
Publishing Information
- Journal Title
- New Journal of Physics
- Journal Volume
- 13
- Journal Issue
- 11
- Journal Page Range
- [19 p.]
- ISSN
- 1367-2630
INIS
- Country of Publication
- United Kingdom
- Country of Input or Organization
- International Atomic Energy Agency (IAEA)
- INIS RN
- 44004607
- Subject category
- S71: CLASSICAL AND QUANTUM MECHANICS, GENERAL PHYSICS;
- Descriptors DEI
- ANNEALING; BOSE-EINSTEIN CONDENSATION; BOSONS; COOLING; CRITICAL TEMPERATURE; ERRORS; GROUND STATES; MATHEMATICAL SOLUTIONS; OPTIMIZATION; SEMICLASSICAL APPROXIMATION; STIMULATION
- Descriptors DEC
- APPROXIMATIONS; CALCULATION METHODS; ENERGY LEVELS; HEAT TREATMENTS; PHYSICAL PROPERTIES; THERMODYNAMIC PROPERTIES; TRANSITION TEMPERATURE