• DocumentCode
    1817035
  • Title

    Simulation fundamentals

  • Author

    Lawson, Barry ; Leemis, Lawrence

  • Author_Institution
    Dept. of Math. & Comput. Sci., Univ. of Richmond, Richmond, VA, USA
  • fYear
    2009
  • fDate
    13-16 Dec. 2009
  • Firstpage
    239
  • Lastpage
    247
  • Abstract
    This paper provides an introduction to simulation fundamentals via the Monte Carlo and next-event approaches to simulation, supported by two representative programs from the software suite written specifically for the Winter Simulation Conference´s Simulation 101 workshop. The simulation libraries and functions associated with workshop are written using the R statistical language. R is suitable for an introduction to simulation because of its easy learning curve and its wide range of statistical procedures, built-in functions, and graphics capabilities. This paper begins with general instructions for downloading, compiling, and executing the software. This is followed by explanations of the Monte Carlo and next-event approaches, using two examples: craps() uses Monte Carlo simulation to estimate the probability of winning the dice game Craps, and ssq3() uses a next-event approach to estimate several measures of performance associated with a single-server queue.
  • Keywords
    Monte Carlo methods; digital simulation; statistical analysis; Monte Carlo simulation; R statistical language; built-in functions; dice game Craps; learning curve; simulation 101 workshop; simulation libraries; single-server queue; software suite; winter simulation conference; Computational modeling; Graphics; Linux; Mathematics; Monte Carlo methods; Object oriented modeling; Packaging; Software libraries; Software packages; Time series analysis;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Simulation Conference (WSC), Proceedings of the 2009 Winter
  • Conference_Location
    Austin, TX
  • Print_ISBN
    978-1-4244-5770-0
  • Type

    conf

  • DOI
    10.1109/WSC.2009.5429333
  • Filename
    5429333