Graph-based homogenisation for modelling cardiac fibrosis

•Novel numerical method for capturing fine-scale heterogeneities using a coarse mesh.•Competitive homogenisation technique that functions naturally on irregular grids.•Error from Graph-based method is consistent with upscaling the homogeneous problem.•Performs well on some challenging problems of interest in Cardiac electrophysiology.