A survey on VV&A of large-scale simulations

Author:

Wang Yanan,Li Jianqiang,Hongbo Sun,Li Yuan,Akhtar Faheem,Imran Azhar

Abstract

Purpose Simulation is a well-known technique for using computers to imitate or simulate the operations of various kinds of real-world facilities or processes. The facility or process of interest is usually called a system, and to study it scientifically, we often have to make a set of assumptions about how it works. These assumptions, which usually take the form of mathematical or logical relationships, constitute a model that is used to gain some understanding of how the corresponding system behaves, and the quality of these understandings essentially depends on the credibility of given assumptions or models, known as VV&A (verification, validation and accreditation). The main purpose of this paper is to present an in-depth theoretical review and analysis for the application of VV&A in large-scale simulations. Design/methodology/approach After summarizing the VV&A of related research studies, the standards, frameworks, techniques, methods and tools have been discussed according to the characteristics of large-scale simulations (such as crowd network simulations). Findings The contributions of this paper will be useful for both academics and practitioners for formulating VV&A in large-scale simulations (such as crowd network simulations). Originality/value This paper will help researchers to provide support of a recommendation for formulating VV&A in large-scale simulations (such as crowd network simulations).

Publisher

Emerald

Reference114 articles.

1. Pattern recognition: theory, experiment, computer simulations, and dynamic models of form perception and discovery;Brain Research,1967

2. Terminology for model credibility;Simulation,1980

3. Human computation,2007

4. Dynamic modeling and simulation of the anaerobic digestion process,1970

5. Validation, verification and testing through the life cycle of a simulation study;Annals of Operations Research,1994

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