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Spatially extended hybrid methods: a review.

Cameron A Smith1, Christian A Yates2

  • 1Centre for Mathematical Biology, Department of Mathematical Sciences, University of Bath, Claverton Down, Bath BA2 7AY, UK c.smith3@bath.ac.uk.

Journal of the Royal Society, Interface
|March 2, 2018
PubMed
Summary
This summary is machine-generated.

Multiscale modeling challenges are addressed by spatially coupled hybrid methods, which combine different simulation approaches within a single domain. This review offers a comprehensive guide to these methods for biological and physical systems.

Keywords:
hybrid modellingmodellingmultiscalereaction–diffusion

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Area of Science:

  • Computational Science
  • Multiscale Modeling
  • Scientific Simulation

Background:

  • Biological and physical systems often exhibit complex behaviors across multiple scales.
  • Simulating these multiscale processes numerically presents significant challenges.
  • Coarse methods lack detail, while fine-grained simulations are computationally expensive.

Purpose of the Study:

  • To review and compare various spatially extended hybrid methods for multiscale modeling.
  • To provide practical examples with algorithms and code for hybrid method implementation.
  • To demonstrate the utility of these methods in real-world biological and physical problems.

Main Methods:

  • Spatially coupled hybrid methods partition space into subdomains for different modeling approaches.
  • These methods allow for multiple representations of species within a single spatial domain.
  • The review collates and contrasts existing hybrid techniques.

Main Results:

  • A comprehensive collection of spatially extended hybrid methods is presented.
  • Canonical examples with algorithms and code illustrate practical applications.
  • The utility of hybrid methods is demonstrated through real-world case studies.

Conclusions:

  • Spatially coupled hybrid methods offer an effective bridge between coarse and fine-grained simulations.
  • This review serves as a valuable resource for selecting and implementing appropriate multiscale hybrid methods.
  • Future research directions and open questions in hybrid method development are identified.