• DocumentCode
    694203
  • Title

    Development of an assessment procedure for the problem-specific selection of most suitable modeling methods for complex systems

  • Author

    Kasperek, D. ; Peters, Kara ; Maisenbacher, S. ; Maurer, M.

  • Author_Institution
    Inst. of Product Dev., Tech. Univ. Munchen, Munich, Germany
  • fYear
    2013
  • fDate
    10-13 Dec. 2013
  • Firstpage
    1146
  • Lastpage
    1150
  • Abstract
    Currently there are hundreds of known modeling methods that are applied to countless problems in engineering. A purposeful selection of the right modeling methods is crucial for successful problem solving. However, adequate procedures for the problem-specific selection of most suitable modeling methods are missing. The selection of suboptimal modeling methods often leads to increasing costs, development time, and an inferior design of products. Based on a review on existing procedures, a concept for an assessment procedure for the problem-specific selection of most suitable modeling methods is developed and implemented. Main steps for the procedure are identified, the concept of classification-domain-trees is developed and a customized vector space approach is used for the selection of the most suitable modeling methods. The evaluation study shows that the developed concept is applicable and that appropriate problem-specific modeling methods can be reliably identified by using the implemented concept.
  • Keywords
    large-scale systems; modelling; trees (mathematics); vectors; assessment procedure; classification-domain-trees concept; complex systems; modeling methods; problem solving; problem-specific selection; vector space approach; Analytical models; Classification algorithms; Mathematical model; Product development; Reliability; Support vector machine classification; assessment; classification; complexity; engineering systems; modeling; modeling methods;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Industrial Engineering and Engineering Management (IEEM), 2013 IEEE International Conference on
  • Conference_Location
    Bangkok
  • Type

    conf

  • DOI
    10.1109/IEEM.2013.6962590
  • Filename
    6962590