Sensitivity Analysis and Optimization for Selected Supply Chain Management Issues in the Company – Using System Dynamics and Vensim

The aim of our paper is to present the new results of research work on optimization and simulation for some logistic problems in the company. The System Dynamics (SD) method and the Vensim simulation language are applied in order to solve specific managerial problems described by Forrester in the mo...

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Main Authors: Elżbieta Kasperska, Elwira Mateja-Losa, Rafał Marjasz
Format: Article
Language:English
Published: Nowy Sacz Business School National-Louis University 2013-01-01
Series:Journal of Entrepreneurship, Management and Innovation
Subjects:
Online Access: http://jemi.edu.pl/uploadedFiles/file/all-issues/vol9/issue2/JEMI_Vol_9_Issue_2_2013_Article_2.pdf
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spelling doaj-609b9e8288fa4e8488f20d87f9ee38d32020-11-24T21:04:09ZengNowy Sacz Business School National-Louis UniversityJournal of Entrepreneurship, Management and Innovation2299-73262013-01-0192294410.7341/2013922Sensitivity Analysis and Optimization for Selected Supply Chain Management Issues in the Company – Using System Dynamics and VensimElżbieta Kasperska0Elwira Mateja-Losa1Rafał Marjasz2 Silesian University of Technology Silesian University of Technology Silesian University of Technology The aim of our paper is to present the new results of research work on optimization and simulation for some logistic problems in the company. The System Dynamics (SD) method and the Vensim simulation language are applied in order to solve specific managerial problems described by Forrester in the model of supply chain. The historical model of Customer-Producer-Employment System by Forrester (Forrester, 1961) has not been examined with the sensitivity analysis, from the “automatic” testing perspective. Optimization experiments have not been conducted, either. It is surprising, since the model is old and widely known. The opportunities offered by the Vensim language allow us to perform such analysis. The visualization called “confidence bounds“ is used, to show the behaviour of chosen variables over a period of time. The Monte-Carlo method is applied for sampling a set of numbers from within bounded domains (distribution for each searching parameters is specified). The authors of this paper conducted numerous experiments in this scope. This paper presents their results and offers some conclusions formulated at the end. http://jemi.edu.pl/uploadedFiles/file/all-issues/vol9/issue2/JEMI_Vol_9_Issue_2_2013_Article_2.pdf System Dynamicssensitivity analysisoptimizationVensim
collection DOAJ
language English
format Article
sources DOAJ
author Elżbieta Kasperska
Elwira Mateja-Losa
Rafał Marjasz
spellingShingle Elżbieta Kasperska
Elwira Mateja-Losa
Rafał Marjasz
Sensitivity Analysis and Optimization for Selected Supply Chain Management Issues in the Company – Using System Dynamics and Vensim
Journal of Entrepreneurship, Management and Innovation
System Dynamics
sensitivity analysis
optimization
Vensim
author_facet Elżbieta Kasperska
Elwira Mateja-Losa
Rafał Marjasz
author_sort Elżbieta Kasperska
title Sensitivity Analysis and Optimization for Selected Supply Chain Management Issues in the Company – Using System Dynamics and Vensim
title_short Sensitivity Analysis and Optimization for Selected Supply Chain Management Issues in the Company – Using System Dynamics and Vensim
title_full Sensitivity Analysis and Optimization for Selected Supply Chain Management Issues in the Company – Using System Dynamics and Vensim
title_fullStr Sensitivity Analysis and Optimization for Selected Supply Chain Management Issues in the Company – Using System Dynamics and Vensim
title_full_unstemmed Sensitivity Analysis and Optimization for Selected Supply Chain Management Issues in the Company – Using System Dynamics and Vensim
title_sort sensitivity analysis and optimization for selected supply chain management issues in the company – using system dynamics and vensim
publisher Nowy Sacz Business School National-Louis University
series Journal of Entrepreneurship, Management and Innovation
issn 2299-7326
publishDate 2013-01-01
description The aim of our paper is to present the new results of research work on optimization and simulation for some logistic problems in the company. The System Dynamics (SD) method and the Vensim simulation language are applied in order to solve specific managerial problems described by Forrester in the model of supply chain. The historical model of Customer-Producer-Employment System by Forrester (Forrester, 1961) has not been examined with the sensitivity analysis, from the “automatic” testing perspective. Optimization experiments have not been conducted, either. It is surprising, since the model is old and widely known. The opportunities offered by the Vensim language allow us to perform such analysis. The visualization called “confidence bounds“ is used, to show the behaviour of chosen variables over a period of time. The Monte-Carlo method is applied for sampling a set of numbers from within bounded domains (distribution for each searching parameters is specified). The authors of this paper conducted numerous experiments in this scope. This paper presents their results and offers some conclusions formulated at the end.
topic System Dynamics
sensitivity analysis
optimization
Vensim
url http://jemi.edu.pl/uploadedFiles/file/all-issues/vol9/issue2/JEMI_Vol_9_Issue_2_2013_Article_2.pdf
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