Literature DB >> 25620842

Connecting micro dynamics and population distributions in system dynamics models.

Saeideh Fallah-Fini1, Hazhir Rahmandad2, Hsin-Jen Chen3, Hong Xue4, Youfa Wang5.   

Abstract

Researchers use system dynamics models to capture the mean behavior of groups of indistinguishable population elements (e.g., people) aggregated in stock variables. Yet, many modeling problems require capturing the heterogeneity across elements with respect to some attribute(s) (e.g., body weight). This paper presents a new method to connect the micro-level dynamics associated with elements in a population with the macro-level population distribution along an attribute of interest without the need to explicitly model every element. We apply the proposed method to model the distribution of Body Mass Index and its changes over time in a sample population of American women obtained from the U.S. National Health and Nutrition Examination Survey. Comparing the results with those obtained from an individual-based model that captures the same phenomena shows that our proposed method delivers accurate results with less computation than the individual-based model.

Entities:  

Keywords:  Aggregation; Distribution; Heterogeneity; Individual-based; Multi-level

Year:  2013        PMID: 25620842      PMCID: PMC4303572          DOI: 10.1002/sdr.1508

Source DB:  PubMed          Journal:  Syst Dyn Rev        ISSN: 0883-7066


  2 in total

1.  The progressive increase of food waste in America and its environmental impact.

Authors:  Kevin D Hall; Juen Guo; Michael Dore; Carson C Chow
Journal:  PLoS One       Date:  2009-11-25       Impact factor: 3.240

2.  The dynamics of human body weight change.

Authors:  Carson C Chow; Kevin D Hall
Journal:  PLoS Comput Biol       Date:  2008-03-28       Impact factor: 4.475

  2 in total
  4 in total

1.  A Co-flow Structure for Goal-Directed Internal Change.

Authors:  Pascal Gambardella; Deborah E Polk; David Lounsbury; Ralph Levine
Journal:  Syst Dyn Rev       Date:  2017-09-17

2.  Complex Systems Approaches to Diet: A Systematic Review.

Authors:  Brent A Langellier; Usama Bilal; Felipe Montes; Jose D Meisel; Letícia de Oliveira Cardoso; Ross A Hammond
Journal:  Am J Prev Med       Date:  2019-08       Impact factor: 5.043

3.  Modeling US adult obesity trends: a system dynamics model for estimating energy imbalance gap.

Authors:  Saeideh Fallah-Fini; Hazhir Rahmandad; Terry T-K Huang; Regina M Bures; Thomas A Glass
Journal:  Am J Public Health       Date:  2014-05-15       Impact factor: 9.308

4.  Trends in Energy Imbalance Gap and Body Weight Status in the Japanese Adult Population: A System Dynamics Approach.

Authors:  Saeideh Fallah-Fini; Nayu Ikeda; Nobuo Nishi
Journal:  J Epidemiol       Date:  2020-10-30       Impact factor: 3.211

  4 in total

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