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Mechanism for Measuring System Complexity Applying Sensitivity Analysis

آلية قياس تعقيد النظام وتطبيق تحليل الحساسية
Authors: Viviane M. Gomes; Juliana Pereira Lisboa Mohallem Paiva; Márcio R. C. Reis; Gabriel Wainer; Wesley P. Calixto;

Mechanism for Measuring System Complexity Applying Sensitivity Analysis

Abstract

This work proposes a complexity metric which maps internal connections of the system and its relationship with the environment through the application of sensitivity analysis. The proposed methodology presents (i) system complexity metric, (ii) system sensitivity metric, and (iii) two models as case studies. Based on the system dynamics, the complexity metric maps the internal connections through the states of the system and the metric of sensitivity evaluates the contribution of each parameter to the output variability. The models are simulated in order to quantify the complexity and the sensitivity and to analyze the behavior of the systems leading to the assumption that the system complexity is closely linked to the most sensitive parameters. As findings from results, it may be observed that systems may exhibit high performance as a result of optimized configurations given by their natural complexity.

Keywords

Artificial intelligence, Metric (unit), Complex system, Economics, Social Sciences, Epistemology, Management Science and Operations Research, System dynamics, System Dynamics Modeling and Applications, Decision Sciences, Engineering, Soft Systems Methodology, Flexibility in System Design, System of Systems Engineering and Design, Global and Planetary Change, Complex Adaptive Systems, Electronic engineering, Performance metric, Mechanism (biology), Complex Systems, QA75.5-76.95, Computer science, Sensitivity (control systems), FOS: Philosophy, ethics and religion, Management, Computational complexity theory, Algorithm, Philosophy, Architecting Complex Systems, Operations management, Control and Systems Engineering, Electronic computers. Computer science, Anticipating Critical Transitions in Ecosystems, Physical Sciences, Environmental Science

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    Top 10%
    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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    impulse
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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
14
Top 10%
Average
Top 10%
gold