Skip to main navigation Skip to search Skip to main content

Abstract

We present the spatial regime conversion method (SRCM), a novel hybrid modelling framework for simulating reaction–diffusion systems that adaptively combines stochastic discrete and deterministic continuum representations. Extending the regime conversion method (RCM) to spatial settings, the SRCM employs a discrete reaction–diffusion master equation (RDME) representation in regions of low concentration and continuum partial differential equations (PDEs) where concentrations are high, dynamically switching based on local thresholds. This is an advancement over the existing methods in the literature, requiring no fixed spatial interfaces, enabling efficient and accurate simulation of systems in which stochasticity plays a key role but is not required uniformly across the domain. We specify the full mathematical formulation of the SRCM, including conversion reactions, hybrid kinetic rules, and consistent numerical updates. The method is validated across several one-dimensional test systems, including simple diffusion from a region of high concentration, the formation of a morphogen gradient, and the propagation of FKPP travelling waves. The results show that the SRCM captures key stochastic features while offering substantial gains in computational efficiency over fully stochastic models.
Original languageEnglish
Article number3406
Number of pages37
JournalMathematics
Volume13
Issue number21
Early online date26 Oct 2025
DOIs
Publication statusPublished - 30 Nov 2025

Data Availability Statement

The data and code employed in this study are accessible at https://doi.org/10.5281/zenodo.17306542.

Acknowledgements

The authors would like to acknowledge the initial helpful discussions with Martin Robinson, University of Oxford.

Funding

C.G.C. is funded by the EPSRC Centre for Doctoral Training in Statistical Applied Mathematics at Bath (SAMBa) under the project EP/S022945/1

FundersFunder number
Centre for Doctoral Training in Statistical Applied Mathematics, University of BathEP/S022945/1

    Keywords

    • PDE modelling
    • hybrid modelling
    • multiscale modelling
    • reaction-diffusion systems
    • spatially extended hybrid simulation
    • stochastic simulation
    • travelling wave

    ASJC Scopus subject areas

    • Computer Science (miscellaneous)
    • General Mathematics
    • Engineering (miscellaneous)

    Fingerprint

    Dive into the research topics of 'The Spatial Regime Conversion Method'. Together they form a unique fingerprint.

    Cite this