• DocumentCode
    239281
  • Title

    A time and space complexity analysis of model integration

  • Author

    North, Michael J.

  • Author_Institution
    Argonne Nat. Lab., Argonne, IL, USA
  • fYear
    2014
  • fDate
    7-10 Dec. 2014
  • Firstpage
    1644
  • Lastpage
    1651
  • Abstract
    The computational study of complex systems increasingly requires model integration. The drivers include a growing interest in leveraging accepted legacy models, an intensifying pressure to reduce development costs by reusing models, and expanding user requirements that are best met by combining different modeling methods. There have been many published successes including supporting theory, conceptual frameworks, software tools, and case studies. Nonetheless, on an empirical basis, the published work suggests that correctly specifying model integration strategies remains challenging. This naturally raises a question that has not yet been answered in the literature, namely `what is the computational difficulty of model integration?´ This paper´s contribution is to address this question with a time and space complexity analysis that concludes that deep model integration with proven correctness is both NP-complete and PSPACE-complete and that reducing this complexity requires sacrificing correctness proofs in favor of guidance from both subject matter experts and modeling specialists.
  • Keywords
    computational complexity; data integration; large-scale systems; complex systems; conceptual frameworks; correctness proofs; deep model integration; software tools; space complexity analysis; supporting theory; time complexity analysis; user requirements; Analytical models; Clustering algorithms; Complexity theory; Computational modeling; Data models; Mathematical model; Software;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Simulation Conference (WSC), 2014 Winter
  • Conference_Location
    Savanah, GA
  • Print_ISBN
    978-1-4799-7484-9
  • Type

    conf

  • DOI
    10.1109/WSC.2014.7020015
  • Filename
    7020015