“…Specifically, CFD models have been used to provide spatially resolved predictions of pathogen inactivation, disinfectant residual, and DBP formation (Angeloudis, Stoesser, & Falconer, ; Greene, Farouk, & Haas, ; Greene, Haas, & Farouk, ); three‐dimensional (3D) laser‐induced fluorescence was used to directly observe mixing in bench‐scale ozone contactors (Kim, Elovitz, Roberts, & Kim, ; Kim, Nemlioglu, Roberts, & Kim, ) and ultraviolet reactors (Gandhi, Roberts, & Kim, ; Gandhi, Roberts, Stoesser, Wright, & Kim, ); and a reactive tracer (i.e., ammonia) was used to observe mixing in a wastewater nitrification reactor equipped with axial mixers (Gresch, Braun, & Gujer, ). However, CFD modeling remains too computationally intensive for everyday reactor design and operation (Laurent et al, ), particularly for unsteady flows (Wicklein et al, ); 3D laser‐induced fluorescence is not applicable to full‐scale reactors (Kim, Nemlioglu, et al, ); and most drinking water treatment reactors (e.g., ozone contactors, clearwells) are unlike the nitrification reactor studied in some important ways (e.g., reactors are often baffled to encourage plug flow rather than actively mixed, and target contaminants do not lend themselves to real‐time measurement).…”