“…Compared with time-consuming and high-cost experiments, numerical models have been widely used in the design, optimization, and performance evaluation of PBRs in recent years. For examples, the computational fluid dynamics (CFD) model was applied to describe the internal flow ,− and mixing conditions of the bioreactor; coupled with the CFD model, the particle model was used to simulate the movement of cells and evaluate the light utilization or mixing conditions; − the mass transfer model − was adopted to calculate the CO 2 absorption of algae in medium; and the light model was used to estimate the light utilization of algae in the reactor. , Table summarizes the above relevant CFD studies on flow and mixing, particle model, mass transfer model, and light model, which indicates that CFD simulation is the most basic job in the reactor design and optimization. However, most previous research studies only used relevant CFD modules to study part of the performance of PBRs and found the optimal cultivation conditions through experiments, , but there was a lack of comprehensive study on these conditions through a model system.…”