A Heuristic Screening Method for Graph-Based Simulation Models

نویسندگان

  • Gregory W. Tauer
  • Michael E. Kuhl
  • Kevin Costantini
  • Moises Sudit
چکیده

This paper presents a heuristic factor screening method for identifying important input factors in large synchronous data flow simulation models from an analysis based on those models’ underlying structures. Data flow requires encoding a model components’ dependencies in a graph format. The presented method views this graph as a stochastic process and attempts to rank the importance of inputs with respect to an output through the use of weighted random-walks through that graph. A comparison is made against other factor screening techniques, including fractional factorial experiments.

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تاریخ انتشار 2009