Optimizing Batch Reactors in Pharmaceutical Manufacturing Using Simulation

In the pharmaceutical industry, moving from laboratory-scale organic synthesis to full-scale production involves much more than just managing chemical parameters. While chemists carefully handle concentration, temperature, and pH at the lab stage, scaling up introduces new critical challenges—primarily related to hydrodynamics and material interactions.

The Challenge of Scale-Up: Chemical Affinity vs. Hydrodynamics

When scaling up a batch reactor, deviations from lab results often occur even when the materials and core processes are identical. Why does this happen?

  • Material Interactions: Knowing the exact chemical properties in advance is not enough if the system cannot provide adequate interaction between materials to let the reaction progress.
  • The Hydrodynamic Factor: To successfully bridge the gap between lab-scale and production-scale, mixing parameters and hydrodynamic parameters must be integrated into the process characterization. Without considering how materials interact physically within the vessel, the reaction may behave unpredictably.

Fast, Sensitive, and Reliable Simulation

To address these challenges, Visimix has developed a specialized model that is simple, fast, and sensitive.

Once the relevant parameters are inputted into the software, its speed allows engineers and professionals to evaluate numerous scenarios across different production scales (Scale 1, Scale 2, etc.). Because batch reactors often involve repetitive setups, the software helps pinpoint the exact points where operational differences may arise, enabling optimization based on realistic sequences and commercial agitators.

Meeting Regulatory Compliance in Pharma

Beyond process optimization, the pharmaceutical industry faces strict regulatory demands. Demonstrating absolute control over the manufacturing process is a mandatory requirement for regulatory approval.

  • Proving Process Control: Files submitted to Regulatory Affairs must convincingly show that the process is fully controlled.
  • Avoiding Non-Repeatability: Ignoring flow dynamics can lead to unexplained process deviations and non-repeatability at manufacturing sites. From a regulatory

perspective, failing to account for flow means failing to prove complete process control.

By incorporating hydrodynamic and mixing simulations into your documentation, you not only prevent costly production problems and non-repeatability, but you also provide Regulatory Affairs with the clear, convincing proof they require.

VisiMix Video

The Influence of Mixing in the Process
New methodology using VisiMix software for the purpose of checking the influence of mixing in the processes.

VisiMix Demo Operation
Learning how to input data into the VisiMix software and get results the will help us understand the influence of mixing in our processes.

Lab Experiments
Learning how to set up the relevant experiments at the lab scale, to develop the processes from an engineering point of view.

VisiMix
User friendly, universal and reliable Computational Process Engineering software for analysis of processes facilitated by mixing.