A Nonlocal-to-Local Approach to Aggregation-Diffusion Equations

Over the past decades, nonlocal models have been widely used to describe aggregation phenomena in biology, physics, engineering, and the social sciences. These are often derived as mean-field limits of attraction-repulsion agent-based models, and consist of systems of nonlocal partial differential equations. Using differential adhesion between cells as a biological case study, we introduce a novel local model of aggregation-diffusion phenomena. This system of local aggregation-diffusion equations is fourth-order, resembling thin-film or Cahn-Hilliard type equations. In this framework, cell sorting phenomena are explained through relative surface tensions between distinct cell types. The local model emerges as a limiting case of short-range interactions, providing a significant simplification of earlier nonlocal models, while preserving the same phenomenology. This simplification makes the model easier to implement numerically and more amenable to calibration to quantitative data. Additionally, we discuss recent analytical results based on the gradient-flow structure of the model, along with open problems and future research directions.

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Publication Details

Journal
SIAM Review
Published
2025-05-08
DOI
https://doi.org/10.1137/25m1726248
Citations
1
Primary Topic
Fractional Differential Equations Solutions
Type
article
Field-Weighted Citation Impact
1.37

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article

A Nonlocal-to-Local Approach to Aggregation-Diffusion Equations

José A. Carrillo, Carles Falcó, Ruth E. Baker
1 citations
SIAM Review
Fractional Differential Equations Solutions
1.37
article

A Nonlocal-to-Local Approach to Aggregation-Diffusion Equations

José A. Carrillo, Carles Falcó, Ruth E. Baker
article en
1 citations

Abstract

Over the past decades, nonlocal models have been widely used to describe aggregation phenomena in biology, physics, engineering, and the social sciences. These are often derived as mean-field limits of attraction-repulsion agent-based models, and consist of systems of nonlocal partial differential equations. Using differential adhesion between cells as a biological case study, we introduce a novel local model of aggregation-diffusion phenomena. This system of local aggregation-diffusion equations is fourth-order, resembling thin-film or Cahn-Hilliard type equations. In this framework, cell sorting phenomena are explained through relative surface tensions between distinct cell types. The local model emerges as a limiting case of short-range interactions, providing a significant simplification of earlier nonlocal models, while preserving the same phenomenology. This simplification makes the model easier to implement numerically and more amenable to calibration to quantitative data. Additionally, we discuss recent analytical results based on the gradient-flow structure of the model, along with open problems and future research directions.

SIAM ReviewVol. 67(2)
University of Oxford (GB)
Simons Foundation, European Commission, Fundación Bancaria Caixa d'Estalvis i Pensions de Barcelona, Engineering and Physical Sciences Research Council, European Research Council
Reduced inequalities
Openalex Percentile: Top 22%
Fractional Differential Equations Solutions
1.37
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