Critical evaluation of simulation studies in maintenance systems

A. Andijani*, S. Duffuaa

*Corresponding author for this work

Research output: Contribution to journalArticlepeer-review

29 Scopus citations

Abstract

The purpose of this paper is to examine how far simulation studies of maintenance systems are neglecting simulation-related statistical issues. This negligence may leave simulation results suspicious and hard to explain. Several simulation factors are used to identify the strength of executed simulation experiments and to evaluate the level of clarity and reliability of the simulation models. The factors includes purpose of simulation, simulation model, model assumptions, distribution and random variables, simulation languages and computers, program verification and model validation, design of experiment, and analysis of the output. For this purpose, the literature is reviewed and subjected to the evaluation. It is observed that most papers define clearly their objectives, simulation languages, and model performance measures. However, verification, validation, experimental design, and output analysis are the most unclear factors.

Original languageEnglish
Pages (from-to)336-341
Number of pages6
JournalProduction Planning and Control
Volume13
Issue number4
DOIs
StatePublished - Jun 2002

Keywords

  • Maintenance systems
  • Model validation
  • Output analysis
  • Stochastic simulation

ASJC Scopus subject areas

  • Computer Science Applications
  • Strategy and Management
  • Management Science and Operations Research
  • Industrial and Manufacturing Engineering

Fingerprint

Dive into the research topics of 'Critical evaluation of simulation studies in maintenance systems'. Together they form a unique fingerprint.

Cite this