Construct · 2 fields · 2 citations
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In materials science, coarsening (Ostwald ripening) is the process by which, in a two-phase mixture, larger particles grow while smaller ones dissolve, reducing the total interfacial energy and raising the average particle size over time. Ilya Lifshitz and Vitaly Slyozov gave the classic diffusion-limited theory in The kinetics of precipitation from supersaturated solid solutions in the Journal of Physics and Chemistry of Solids. The referent is energy-driven growth of a microstructure's features, not the deliberate algorithmic shrinking of a graph.[1]
In computational science, graph coarsening is the deliberate construction of a smaller graph from a larger one, by aggregating nodes, so the reduced graph preserves key structural or spectral properties and can be solved or analyzed more cheaply, as in multilevel and multigrid methods. Andrew Barker and colleagues develop spectral coarsening in Multilevel Spectral Coarsening for Graph Laplacian Problems with Application to Reservoir Simulation in the SIAM Journal on Scientific Computing. The referent is an engineered reduction of a graph, not the energy-driven growth of particles in an alloy.[2]
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