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2017 | OriginalPaper | Buchkapitel

Reducing Subjectivity in the System Dynamics Modeling Process: An Interdisciplinary Approach

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Abstract

Over the last six decades, the system dynamics (SD) methodology has been used to address a variety of issues that are inherent to complex systems. In the SD methodology, circular-causality-centric problem definitions and computer simulations are uniquely applied to narrow the scope of a problem and facilitate an understanding of the diverse phenomena that arise from the underlying problem structure. With unclear but conceivable causality between the variables that constitute a problem, intentionally choosing to focus on the circular causality (causal loop) may result in erroneous models. The SD modeling tools, causal loop diagram for mental modeling, and stocks-and-flows diagram for physical simulation modeling are all interconnected, and it is therefore important to maintain consistency between their outputs to ensure the procedural validity. However, the modeling activities are normally performed individually, which introduces ambiguity and subjectivity into the SD modeling process. To address this issue, this research presents an integrated SD modeling support system that employs graph theory, text mining, and social network analysis approaches, and can be used as an extended SD modeling framework. This system is expected to facilitate SD modeling and to reduce errors in the SD modeling process. In the future, it will be utilized to implement an advanced computer-aided SD modeling toolchain and methodology.

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Literatur
1.
Zurück zum Zitat Forrester, J.W.: Industrial Dynamics. MIT Press, Cambridge, Reprinted by Pegasus (1961) Forrester, J.W.: Industrial Dynamics. MIT Press, Cambridge, Reprinted by Pegasus (1961)
2.
Zurück zum Zitat Forrester, J.W.: Urban Dynamics. MIT Press, Cambridge, Reprinted by Pegasus (1969) Forrester, J.W.: Urban Dynamics. MIT Press, Cambridge, Reprinted by Pegasus (1969)
3.
Zurück zum Zitat Sterman, J.D.: Business Dynamics - System Thinking and a Complex World. McGraw-Hill, Boston (2000) Sterman, J.D.: Business Dynamics - System Thinking and a Complex World. McGraw-Hill, Boston (2000)
4.
Zurück zum Zitat Morecroft, J.D.W.: A critical review of diagramming tools for conceptualizing feedback system models. Dynamica 8(1), 20–29 (1982) Morecroft, J.D.W.: A critical review of diagramming tools for conceptualizing feedback system models. Dynamica 8(1), 20–29 (1982)
5.
Zurück zum Zitat Illari, P.M., Russo, F., Williamson, J.: Causality in the Sciences. Oxford University Press, Oxford (2011)CrossRefMATH Illari, P.M., Russo, F., Williamson, J.: Causality in the Sciences. Oxford University Press, Oxford (2011)CrossRefMATH
6.
Zurück zum Zitat Sterman, J.D.: All models are wrong: reflections on becoming a systems scientist. Syst. Dyn. Rev. 18(4), 501–531 (2002)CrossRef Sterman, J.D.: All models are wrong: reflections on becoming a systems scientist. Syst. Dyn. Rev. 18(4), 501–531 (2002)CrossRef
7.
Zurück zum Zitat Featherston, C.R., Doolan, M.: A critical review of the criticisms of system dynamics. In: 30th International Conference of the System Dynamics Society, St. Gallen, Switzerland, pp. 1–13 (2012) Featherston, C.R., Doolan, M.: A critical review of the criticisms of system dynamics. In: 30th International Conference of the System Dynamics Society, St. Gallen, Switzerland, pp. 1–13 (2012)
8.
Zurück zum Zitat Barlas, Y.: Formal aspects of model validity and validation in system dynamics. Syst. Dyn. Rev. 12(3), 183–210 (1996)CrossRef Barlas, Y.: Formal aspects of model validity and validation in system dynamics. Syst. Dyn. Rev. 12(3), 183–210 (1996)CrossRef
9.
Zurück zum Zitat Jung, J.U., Kim, H.S.: A study on theoretical improvement of causal mapping for dynamic analysis and design. Korean Syst. Dyn. Rev. 10(1), 33–60 (2009) Jung, J.U., Kim, H.S.: A study on theoretical improvement of causal mapping for dynamic analysis and design. Korean Syst. Dyn. Rev. 10(1), 33–60 (2009)
10.
Zurück zum Zitat Kim, H., Anderson, D.F.: Building confidence in causal maps generated from purposive text data: mapping transcripts of the federal reserve. Syst. Dyn. Rev. 28(4), 311–328 (2012)CrossRef Kim, H., Anderson, D.F.: Building confidence in causal maps generated from purposive text data: mapping transcripts of the federal reserve. Syst. Dyn. Rev. 28(4), 311–328 (2012)CrossRef
11.
Zurück zum Zitat Burns, J.R.: Simplified translation of CLD’s into SFD’s. In: 19th International Conference of the System Dynamics Society, Atlanta, Georgia, pp. 1–28 (2001) Burns, J.R.: Simplified translation of CLD’s into SFD’s. In: 19th International Conference of the System Dynamics Society, Atlanta, Georgia, pp. 1–28 (2001)
12.
Zurück zum Zitat Ruohonen, K.: Graph Theory. Tampere University of Technology, Finland (2013) Ruohonen, K.: Graph Theory. Tampere University of Technology, Finland (2013)
13.
Zurück zum Zitat Bang-Jensen, J., Gutin, G.: Digraphs Theory, Algorithms and Applications. Springer, Heidelberg (2007)MATH Bang-Jensen, J., Gutin, G.: Digraphs Theory, Algorithms and Applications. Springer, Heidelberg (2007)MATH
14.
Zurück zum Zitat Teng, T.H.: Signed digraphs and their applications. Soochow J. Math. 29(1), 69–81 (2003)MathSciNet Teng, T.H.: Signed digraphs and their applications. Soochow J. Math. 29(1), 69–81 (2003)MathSciNet
15.
Zurück zum Zitat Silge, J., Robinson, D.: Text Mining with R. O’Reilly Media, Sebastopol (2017) Silge, J., Robinson, D.: Text Mining with R. O’Reilly Media, Sebastopol (2017)
16.
Zurück zum Zitat Sonawane, S.S., Kulkarni, P.A.: Graph based representation and analysis of text document: a survey of techniques. Int. J. Comput. Appl. 96(19), 1–8 (2014) Sonawane, S.S., Kulkarni, P.A.: Graph based representation and analysis of text document: a survey of techniques. Int. J. Comput. Appl. 96(19), 1–8 (2014)
17.
Zurück zum Zitat Felman, R., Sanger, J.: The Text Mining Handbook. Cambridge University Press, Cambridge (2007) Felman, R., Sanger, J.: The Text Mining Handbook. Cambridge University Press, Cambridge (2007)
18.
Zurück zum Zitat Sorgente, A., Vettigli, G., Mele, F.: Automatic extraction of cause-effect relations in natural language text. In: Proceedings of the 7th International Workshop on Information Filtering and Retrieval, Turin, Italy, pp. 37–48 (2013) Sorgente, A., Vettigli, G., Mele, F.: Automatic extraction of cause-effect relations in natural language text. In: Proceedings of the 7th International Workshop on Information Filtering and Retrieval, Turin, Italy, pp. 37–48 (2013)
21.
22.
Zurück zum Zitat Jung, J.U., Kim, H.S.: A study on ensuring validity and increasing power of expression on causal maps. Korean Syst. Dyn. Rev. 8(1), 97–115 (2007)MathSciNet Jung, J.U., Kim, H.S.: A study on ensuring validity and increasing power of expression on causal maps. Korean Syst. Dyn. Rev. 8(1), 97–115 (2007)MathSciNet
23.
Zurück zum Zitat Jung, J.U., Kim, H.S.: An improvement of coherence and validity between CLD and SFD of system dynamics. J. Digit. Convergence 12(6), 66–77 (2014) Jung, J.U., Kim, H.S.: An improvement of coherence and validity between CLD and SFD of system dynamics. J. Digit. Convergence 12(6), 66–77 (2014)
24.
Zurück zum Zitat Binder, T., Vox, A., Belyazid, S., Haraldsson, H., Svensson, M.: Developing system dynamics models from causal loop diagram. In: 22nd International Conference of the System Dynamics Society, Oxford, Great Britain, pp. 1–21 (2004) Binder, T., Vox, A., Belyazid, S., Haraldsson, H., Svensson, M.: Developing system dynamics models from causal loop diagram. In: 22nd International Conference of the System Dynamics Society, Oxford, Great Britain, pp. 1–21 (2004)
30.
Zurück zum Zitat Aamdt, A., Plaza, E.: Case-based reasoning: foundational issues, methodological variations, and system approaches. AI Commun. 7(1), 39–59, IOS Press (1994) Aamdt, A., Plaza, E.: Case-based reasoning: foundational issues, methodological variations, and system approaches. AI Commun. 7(1), 39–59, IOS Press (1994)
Metadaten
Titel
Reducing Subjectivity in the System Dynamics Modeling Process: An Interdisciplinary Approach
verfasst von
Jae Un Jung
Copyright-Jahr
2017
DOI
https://doi.org/10.1007/978-3-319-68935-7_40

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