• DocumentCode
    478514
  • Title

    Value Ordering for Solving CSP Based on Preprocessing

  • Author

    Li, Bo ; Zhu, Xingjun ; Zhang, Changsheng ; Wang, Xinhua

  • Author_Institution
    Comput. Center, Changchun Inst. of Technol., Changchun
  • Volume
    6
  • fYear
    2008
  • fDate
    18-20 Oct. 2008
  • Firstpage
    261
  • Lastpage
    265
  • Abstract
    Preprocessing plays an important role in solving constraint satisfaction problem, as far as we know, however, all these techniques focus on reducing the scale of the problem using domain filtering. Actually, it is not the only function of them. In this paper, a value ordering searching algorithm named MAC_MPV is presented by extending preprocessing technique and exploiting those information. The proposed algorithm, during the preprocessing, not only can reduce the scale of the problem like the original technique but also can sort values of variables´ domain according to the probability of the value leading to a solution. So, during searching, this ordering enforces the algorithm to search the space containing a solution as soon as possible, which means that it guides the search towards more fruitful areas of the search space. In this way, the efficiency of algorithm can be improved. Experiments on random CSPs and frb show our algorithm only requires pretty less time than conventional maintaining arc consistency.
  • Keywords
    backtracking; constraint theory; probability; problem solving; CSP; backtracking; constraint satisfaction problem solving; domain filtering; preprocessing technique; probability; value ordering searching algorithm; Artificial intelligence; Computer science; Data preprocessing; Educational institutions; Filtering algorithms; Paper technology; Reactive power; Space technology;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Natural Computation, 2008. ICNC '08. Fourth International Conference on
  • Conference_Location
    Jinan
  • Print_ISBN
    978-0-7695-3304-9
  • Type

    conf

  • DOI
    10.1109/ICNC.2008.80
  • Filename
    4667842