Validation of System Dynamics Models – a Case Study
The purpose of this article is the analysis of the system dynamics model validation illustrated by the example of a model of the manufacturing resource allocation. In the first part of the article the authors present an overview of the definitions of validation and verification that can be found in...
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Language: | English |
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Cognitione Foundation for the Dissemination of Knowledge and Science
2013-01-01
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Series: | Journal of Entrepreneurship, Management and Innovation |
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http://jemi.edu.pl/uploadedFiles/file/all-issues/vol9/issue2/JEMI_Vol_9_Issue_2_2013_Article_3.pdf
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author | Justyna Lemke Małgorzata Łatuszyńska |
author_facet | Justyna Lemke Małgorzata Łatuszyńska |
author_sort | Justyna Lemke |
collection | DOAJ |
description | The purpose of this article is the analysis of the system dynamics model validation illustrated by the example of a model of the manufacturing resource allocation. In the first part of the article the authors present an overview of the definitions of validation and verification that can be found in the reference literature. Also, they emphasize the role which validation and verification play in the modeling process. Furthermore, they discuss the techniques of system dynamics model validation with particular focus on tests of the model structure, behavior and policy implications. The second part of the article contains an example of the validation process of a system dynamics model simulating manufacturing resource allocation in an electronic company. The purpose of the model is to assess the long-term effect of assigning workers to individual tasks on such production process parameters as efficiency or effective work time. The authors focus their particular attention on that part of the model which deals with a storehouse, one of the company production units. They conduct tests of its structure and behavior. When validating the structure the authors make use of the information obtained in a series of interviews with the company staff. They also refer to the generally accepted knowledge found in the reference literature. The results generated by the model in the course of the behavior tests are compared with the real data. The authors evaluate both the logic of the system behavior and the level of accuracy of the output data in reference to the real system. |
format | Article |
id | doaj-art-fae4b06f9046403cba2f497a71678600 |
institution | Kabale University |
issn | 2299-7326 |
language | English |
publishDate | 2013-01-01 |
publisher | Cognitione Foundation for the Dissemination of Knowledge and Science |
record_format | Article |
series | Journal of Entrepreneurship, Management and Innovation |
spelling | doaj-art-fae4b06f9046403cba2f497a716786002025-02-03T11:20:58ZengCognitione Foundation for the Dissemination of Knowledge and ScienceJournal of Entrepreneurship, Management and Innovation2299-73262013-01-0192455910.7341/2013923Validation of System Dynamics Models – a Case StudyJustyna Lemke0Małgorzata Łatuszyńska1 Maritime University of Szczecin University of Szczecin The purpose of this article is the analysis of the system dynamics model validation illustrated by the example of a model of the manufacturing resource allocation. In the first part of the article the authors present an overview of the definitions of validation and verification that can be found in the reference literature. Also, they emphasize the role which validation and verification play in the modeling process. Furthermore, they discuss the techniques of system dynamics model validation with particular focus on tests of the model structure, behavior and policy implications. The second part of the article contains an example of the validation process of a system dynamics model simulating manufacturing resource allocation in an electronic company. The purpose of the model is to assess the long-term effect of assigning workers to individual tasks on such production process parameters as efficiency or effective work time. The authors focus their particular attention on that part of the model which deals with a storehouse, one of the company production units. They conduct tests of its structure and behavior. When validating the structure the authors make use of the information obtained in a series of interviews with the company staff. They also refer to the generally accepted knowledge found in the reference literature. The results generated by the model in the course of the behavior tests are compared with the real data. The authors evaluate both the logic of the system behavior and the level of accuracy of the output data in reference to the real system. http://jemi.edu.pl/uploadedFiles/file/all-issues/vol9/issue2/JEMI_Vol_9_Issue_2_2013_Article_3.pdf validation of simulation modelssystem dynamics |
spellingShingle | Justyna Lemke Małgorzata Łatuszyńska Validation of System Dynamics Models – a Case Study Journal of Entrepreneurship, Management and Innovation validation of simulation models system dynamics |
title | Validation of System Dynamics Models – a Case Study |
title_full | Validation of System Dynamics Models – a Case Study |
title_fullStr | Validation of System Dynamics Models – a Case Study |
title_full_unstemmed | Validation of System Dynamics Models – a Case Study |
title_short | Validation of System Dynamics Models – a Case Study |
title_sort | validation of system dynamics models a case study |
topic | validation of simulation models system dynamics |
url |
http://jemi.edu.pl/uploadedFiles/file/all-issues/vol9/issue2/JEMI_Vol_9_Issue_2_2013_Article_3.pdf
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work_keys_str_mv | AT justynalemke validationofsystemdynamicsmodelsacasestudy AT małgorzatałatuszynska validationofsystemdynamicsmodelsacasestudy |