M-Star Simulations, LLC.

Predictive tools for understanding the behavior of the microbioreactor a priori can reduce the number of required experiments while potentially streamlining the scale-up process.

For many cases, this fully resolved implementation can generate engineering predictions faster and with fewer modeling assumptions than RANS/population balance approaches in a multi-CPU environment.

What about RANS? Time-average flow fields provide little value to turbulent bioprocess simulation. Fully transient simulations, which run efficiently on GPUs, present a far superior paradigm for model fluid mixing and mass transfer processes.