While pair distribution functions can provide a spatially normalised average of the relative distributions of ionomer and carbon particles, it is difficult to compare the results to information derived from tomographic characterisation. Since the aim of this work is to predict the influence of manufacturing parameters on the final microstructure of the electrode, it is prudent to quantify the simulated microstructure through image analysis functions typically used on tomographic data.