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Metamodellierung von Simulationsmodellen. Methodenvergleich und prototypische Umsetzung by Cely Hernandez, Daniela Rocio

Metamodellierung von Simulationsmodellen. Methodenvergleich und prototypische Umsetzung

by Daniela Rocio Cely Hernandez
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Book cover type: Paperback
  • ISBN13: 9783346471437
  • Binding: Paperback
  • Subject: N/A
  • Publisher: Grin Verlag
  • Publisher Imprint: Grin Verlag
  • Publication Date:
  • Pages: 106
  • Original Price: USD 67.5
  • Language: German
  • Edition: 1. Auflage
  • Item Weight: 150 grams
  • BISAC Subject(s): General

Masterarbeit aus dem Jahr 2017 im Fachbereich Ingenieurwissenschaften - Wirtschaftsingenieurwesen, Note: 1,5, Technische Universität Ilmenau, Sprache: Deutsch, Abstract: Diese Arbeit befasst sich mit der Metamodellierung von Simulationsmodellen. Wenn ein Simulationsmodell sehr komplex ist, kann der Rechenaufwand zum Ausführen der Experimente erheblich sein. Au erdem erschwert sich die Analyse und Interpretation der Simulationsergebnisse. In diesem Fall bietet ein Metamodell Vorteile, weil es die Approximation von Input-Output-Verhältnissen auf der Basis der aus der Simulation erlangten Daten erlaubt. Dies bietet die Möglichkeit, Simulationsergebnisse zu prognostizieren und zu optimieren. Angesichts dieses Potentials befasst sich diese Arbeit mit den Grundprinzipen der Metamodellierung und mit der Charakterisierung gängiger Methoden, wie dem Kriging-Verfahren, der Spline-Regression, der Support-Vector-Machine, der polynomialen Regression, der radialen Basisfunktion, dem künstlichen neuronalen Netz und dem Entscheidungsbaum. Hierfür wurde auf die mathematischen Grundlagen, Lösungsverfahren, Vorteile, Nachteile und Anwendungsbeispiele eingegangen.

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