We propose a path-integral Monte Carlo quantum annealing scheme for the symmetric traveling-salesman problem, based on a highly constrained Ising-like representation, and we compare its performance against standard thermal simulated annealing. The Monte Carlo moves implemented are standard, and consist in restructuring a tour by exchanging two links (two-opt moves). The quantum annealing scheme, even with a drastically simple form of kinetic energy, appears definitely superior to the classical one, when tested on a 1002-city instance of the standard TSPLIB.

Quantum annealing of the traveling-salesman problem / Martoňák, R.; Santoro, G. E.; Tosatti, E.. - In: PHYSICAL REVIEW E, STATISTICAL, NONLINEAR, AND SOFT MATTER PHYSICS. - ISSN 1539-3755. - 70:5(2004), pp. 057701.1-057701.4. [10.1103/PhysRevE.70.057701]

Quantum annealing of the traveling-salesman problem

Santoro, G. E.;Tosatti, E.
2004-01-01

Abstract

We propose a path-integral Monte Carlo quantum annealing scheme for the symmetric traveling-salesman problem, based on a highly constrained Ising-like representation, and we compare its performance against standard thermal simulated annealing. The Monte Carlo moves implemented are standard, and consist in restructuring a tour by exchanging two links (two-opt moves). The quantum annealing scheme, even with a drastically simple form of kinetic energy, appears definitely superior to the classical one, when tested on a 1002-city instance of the standard TSPLIB.
2004
70
5
1
4
057701
Martoňák, R.; Santoro, G. E.; Tosatti, E.
File in questo prodotto:
File Dimensione Formato  
Martonak_TSP-PRE04.pdf

non disponibili

Licenza: Non specificato
Dimensione 259.82 kB
Formato Adobe PDF
259.82 kB Adobe PDF   Visualizza/Apri   Richiedi una copia

I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/20.500.11767/12368
Citazioni
  • ???jsp.display-item.citation.pmc??? 15
  • Scopus 95
  • ???jsp.display-item.citation.isi??? 139
social impact