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Structural Analysis of System Dynamics Models

URI
https://arbor.bfh.ch/handle/arbor/43660
Version
Published
Date Issued
2021-04-15
Author(s)
Schoenenberger, Lukas Klaus  
Schmid, Alexander  
Tanase, Radu
Beck, Mathias
Schwaninger, Markus
Type
Article
Language
English
Subjects

System dynamics

structural analysis m...

graph theory

network science

network controllabili...

path analysis

algorithmic detection...

policy design

Abstract
System dynamics (SD) is an established discipline to model and simulate complex dynamic systems. The primary goal of SD is to evaluate and design new policies that can impact the system under study in a desired way. Policy design, that is, identifying effective model levers, however, is a challenge and in many cases trial-and-error driven. In this article, we introduce a new and coherent framework for model analysis, called structural analysis methods (SAM), to facilitate the policy design process in complex SD models. SAM provides a resource-efficient and effective means for the detection of candidate policy parameters. It enables to identify intended and unintended effects of activating these policy parameters, and to discover candidate structural changes such as introducing new variables and links in SD models. The main innovation of SAM is that it translates the structure of SD models into weighted digraphs allowing algorithmic tools from the realms of graph theory and network science to be applied to SD. SAM is validated on the basis of two well-known simulation models of increasing complexity: the third-order Phosphorus Loops in Soil and Sediment (PLUM) model and the fifth-order World2 model. The validation shows that SAM seems to be most valuable for the analysis of more complex simulation models (World2) and is less suited for the analysis of low complexity models (PLUM).
Subjects
H Social Sciences (General)
HB Economic Theory
DOI
10.24451/arbor.15837
https://doi.org/10.24451/arbor.15837
Publisher DOI
10.1016/j.simpat.2021.102333
Journal or Serie
Simulation Modelling Practice and Theory
ISSN
1569-190X
Publisher URL
https://www.sciencedirect.com/science/article/pii/S1569190X21000514
Organization
Institut für Gesundheitsökonomie und Gesundheitspolitik  
Digtial Innovation and Transformation  
Gesundheit  
Institut Digital Technology Management  
Wirtschaft  
Volume
110
Publisher
Elsevier
Submitter
Schmid, Alexander
Citation apa
Schoenenberger, L. K., Schmid, A., Tanase, R., Beck, M., & Schwaninger, M. (2021). Structural Analysis of System Dynamics Models. In Simulation Modelling Practice and Theory (Vol. 110). Elsevier. https://doi.org/10.24451/arbor.15837
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Simulation Modelling Practice and Theory_2021_110.pdf

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