A Multispecies Cross-Diffusion Model for Territorial Development

We develop an agent-based model on a lattice to investigate territorial development motivated by markings such as graffiti, generalizing a previously-published model to account for <i>K</i> groups instead of two groups. We then analyze this model and present two novel variations. Our mod...

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Main Authors: Abdulaziz Alsenafi, Alethea B. T. Barbaro
Format: Article
Language:English
Published: MDPI AG 2021-06-01
Series:Mathematics
Subjects:
Online Access:https://www.mdpi.com/2227-7390/9/12/1428
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spelling doaj-ff338bb2be26422ab2cd08fcddffabf22021-07-01T00:36:35ZengMDPI AGMathematics2227-73902021-06-0191428142810.3390/math9121428A Multispecies Cross-Diffusion Model for Territorial DevelopmentAbdulaziz Alsenafi0Alethea B. T. Barbaro1Department of Mathematics, Kuwait University, Kuwait City 12037, KuwaitDelft Institute of Applied Mathematics, Faculty of Electrical Engineering, Mathematics and Computer Science, Delft University of Technology, 2628 CD Delft, The NetherlandsWe develop an agent-based model on a lattice to investigate territorial development motivated by markings such as graffiti, generalizing a previously-published model to account for <i>K</i> groups instead of two groups. We then analyze this model and present two novel variations. Our model assumes that agents’ movement is a biased random walk away from rival groups’ markings. All interactions between agents are indirect, mediated through the markings. We numerically demonstrate that in a system of three groups, the groups segregate in certain parameter regimes. Starting from the discrete model, we formally derive the continuum system of <inline-formula><math xmlns="http://www.w3.org/1998/Math/MathML" display="inline"><semantics><mrow><mn>2</mn><mi>K</mi></mrow></semantics></math></inline-formula> convection–diffusion equations for our model. These equations exhibit cross-diffusion due to the avoidance of the rival groups’ markings. Both through numerical simulations and through a linear stability analysis of the continuum system, we find that many of the same properties hold for the <i>K</i>-group model as for the two-group model. We then introduce two novel variations of the agent-based model, one corresponding to some groups being more timid than others, and the other corresponding to some groups being more threatening than others. These variations present different territorial patterns than those found in the original model. We derive corresponding systems of convection–diffusion equations for each of these variations, finding both numerically and through linear stability analysis that each variation exhibits a phase transition.https://www.mdpi.com/2227-7390/9/12/1428agent-based modelphase transitioncross-diffusionmovement ecologysegregation modelpattern formation
collection DOAJ
language English
format Article
sources DOAJ
author Abdulaziz Alsenafi
Alethea B. T. Barbaro
spellingShingle Abdulaziz Alsenafi
Alethea B. T. Barbaro
A Multispecies Cross-Diffusion Model for Territorial Development
Mathematics
agent-based model
phase transition
cross-diffusion
movement ecology
segregation model
pattern formation
author_facet Abdulaziz Alsenafi
Alethea B. T. Barbaro
author_sort Abdulaziz Alsenafi
title A Multispecies Cross-Diffusion Model for Territorial Development
title_short A Multispecies Cross-Diffusion Model for Territorial Development
title_full A Multispecies Cross-Diffusion Model for Territorial Development
title_fullStr A Multispecies Cross-Diffusion Model for Territorial Development
title_full_unstemmed A Multispecies Cross-Diffusion Model for Territorial Development
title_sort multispecies cross-diffusion model for territorial development
publisher MDPI AG
series Mathematics
issn 2227-7390
publishDate 2021-06-01
description We develop an agent-based model on a lattice to investigate territorial development motivated by markings such as graffiti, generalizing a previously-published model to account for <i>K</i> groups instead of two groups. We then analyze this model and present two novel variations. Our model assumes that agents’ movement is a biased random walk away from rival groups’ markings. All interactions between agents are indirect, mediated through the markings. We numerically demonstrate that in a system of three groups, the groups segregate in certain parameter regimes. Starting from the discrete model, we formally derive the continuum system of <inline-formula><math xmlns="http://www.w3.org/1998/Math/MathML" display="inline"><semantics><mrow><mn>2</mn><mi>K</mi></mrow></semantics></math></inline-formula> convection–diffusion equations for our model. These equations exhibit cross-diffusion due to the avoidance of the rival groups’ markings. Both through numerical simulations and through a linear stability analysis of the continuum system, we find that many of the same properties hold for the <i>K</i>-group model as for the two-group model. We then introduce two novel variations of the agent-based model, one corresponding to some groups being more timid than others, and the other corresponding to some groups being more threatening than others. These variations present different territorial patterns than those found in the original model. We derive corresponding systems of convection–diffusion equations for each of these variations, finding both numerically and through linear stability analysis that each variation exhibits a phase transition.
topic agent-based model
phase transition
cross-diffusion
movement ecology
segregation model
pattern formation
url https://www.mdpi.com/2227-7390/9/12/1428
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