Literature DB >> 33265712

Examining the Schelling Model Simulation through an Estimation of Its Entropy.

Alexander V Mantzaris1, John A Marich1, Tristin W Halfman1.   

Abstract

The Schelling model of segregation allows for a general description of residential movements in an environment modeled by a lattice. The key factor is that occupants change positions until they are surrounded by a designated minimum number of similarly labeled residents. An analogy to the Ising model has been made in previous research, primarily due the assumption of state changes being dependent upon the adjacent cell positions. This allows for concepts produced in statistical mechanics to be applied to the Schelling model. Here is presented a methodology to estimate the entropy of the model for different states of the simulation. A Monte Carlo estimate is obtained for the set of macrostates defined as the different aggregate homogeneity satisfaction values across all residents, which allows for the entropy value to be produced for each state. This produces a trace of the estimated entropy value for the states of the lattice configurations to be displayed with each iteration. The results show that the initial random placements of residents have larger entropy values than the final states of the simulation when the overall homogeneity of the residential locality is increased.

Entities:  

Keywords:  Schelling model; entropy; spatial analysis

Year:  2018        PMID: 33265712      PMCID: PMC7513139          DOI: 10.3390/e20090623

Source DB:  PubMed          Journal:  Entropy (Basel)        ISSN: 1099-4300            Impact factor:   2.524


  3 in total

1.  Schelling model of cell segregation based only on local information.

Authors:  Alexander Valentin Nielsen; Annika Lund Gade; Jeppe Juul; Charlotte Strandkvist
Journal:  Phys Rev E Stat Nonlin Soft Matter Phys       Date:  2015-11-04

2.  A physical analogue of the Schelling model.

Authors:  Dejan Vinkovic; Alan Kirman
Journal:  Proc Natl Acad Sci U S A       Date:  2006-12-06       Impact factor: 11.205

3.  Residential segregation and cultural dissemination: an Axelrod-Schelling model.

Authors:  C Gracia-Lázaro; L F Lafuerza; L M Floría; Y Moreno
Journal:  Phys Rev E Stat Nonlin Soft Matter Phys       Date:  2009-10-26
  3 in total

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