• DocumentCode
    2542535
  • Title

    Investigation on the choice of the initial temperature in the Simulated Annealing: A mushy state SA for TSP

  • Author

    Shakouri G, H. ; Shojaee, Kambiz ; Behnam T, M.

  • Author_Institution
    Dept. of Ind. Eng., Univ. of Tehran, Tehran, Iran
  • fYear
    2009
  • fDate
    24-26 June 2009
  • Firstpage
    1050
  • Lastpage
    1055
  • Abstract
    It is a long time that the Simulated Annealing (SA) procedure is introduced as a non-derivative based optimization for solving NP-hard problems. Improvements from the original algorithm in the recent decade mostly concentrate on combining its initial algorithm with some heuristic methods. This is while modifications to the method are rarely happened to the initial conditions from which the annealing schedule starts. There are several parameters in the process of annealing the adjustment of which affects the overall performance. This paper focuses on the initial temperature and proposes a lower temperature with low energy to speed up the process. Such an annealing indeed starts from a mushy state rather than a quite liquid molten material. The mushy state characteristics depends on the problem that SA is being applied to solve. In this paper the Mushy State Simulated Annealing (MSSA) is applied to the Traveling Salesman Problem (TSP). The mushy state may be obtained by some simple methods like crossover elimination. A very fast version of The Wise Experiencing Traveling Salesman is also applied to initiate SA by a low-energy-low-temperature state. This fast method results in quite accurate solutions compared to other recent novel methods.
  • Keywords
    simulated annealing; travelling salesman problems; NP-hard problems; initial temperature; simulated annealing; wise experiencing traveling salesman problem; Automatic control; Automation; Computational modeling; Cooling; Costs; Industrial engineering; Simulated annealing; Temperature control; Temperature distribution; Traveling salesman problems; Combinatorial Optimization; Initial Condition; Traveling Salesman; component;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Control and Automation, 2009. MED '09. 17th Mediterranean Conference on
  • Conference_Location
    Thessaloniki
  • Print_ISBN
    978-1-4244-4684-1
  • Electronic_ISBN
    978-1-4244-4685-8
  • Type

    conf

  • DOI
    10.1109/MED.2009.5164685
  • Filename
    5164685