Conventional plug flow and pseudo-homogeneous models fail in small N fixed-bed reactors. 1. Adequate modeling with detailed CFD in combination with detailed kinetics 2. Interaction between chemical kinetics and transport of momentum, heat and mass 3. Better understanding of multi-scale chemical reactors
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