Packed bed reactors are common reactor types in chemical industries. In case of reactions with large heat effects, bundles slender tubes used. For such tubes, the column-to-particle diameter ratio, N, is small, which can give rise to significant flow channelling. This research uses two particle-scale numerical approaches, namely particle-resolved computational fluid dynamics (PR-CFD) and pore n...