Litcius/Paper detail

Reconstruction of granite microstructure model using simulated annealing method and Voronoi tessellation

Bin Chen, Yuan Wang, Shaoqing Cui, Jiansheng Xiang, J. Latham, Jinlong Fu

2023Engineering Computations13 citationsDOI

Abstract

Purpose Accurate presentation of the rock microstructure is critical to the grain-scale analysis of rock deformation and failure in numerical modelling. 3D granite microstructure modelling has only been used in limited studies with the mineral pattern often remaining poorly constructed. In this study, the authors developed a new approach for generating 2D and 3D granite microstructure models from a 2D image by combining a heterogeneous material reconstruction method (simulated annealing method) with Voronoi tessellation. Design/methodology/approach More specifically, the stochastic information in the 2D image is first extracted using the two-point correlation function (TPCF). Then an initial 2D or 3D Voronoi diagram with a random distribution of the minerals is generated and optimised using a simulated annealing method until the corresponding TPCF is consistent with that in the 2D image. The generated microstructure model accurately inherits the stochastic information (e.g. volume fraction and mineral pattern) from the 2D image. Lastly, the authors compared the topological characteristics and mechanical properties of the 2D and 3D reconstructed microstructure models with the model obtained by direct mapping from the 2D image of a real rock sample. Findings The good agreements between the mapped and reconstructed models indicate the accuracy of the reconstructed microstructure models on topological characteristics and mechanical properties. Originality/value The newly developed reconstruction method successfully transfers the mineral pattern from a granite sample into the 2D and 3D Voronoi-based microstructure models ready for use in grain-scale modelling.

Topics & Concepts

Voronoi diagramMicrostructureSimulated annealingGeologyTessellation (computer graphics)Materials scienceGeometryAlgorithmComputer scienceMathematicsComposite materialMineral Processing and GrindingRock Mechanics and ModelingDrilling and Well Engineering