Simulation Tools

SIMULATIONS

Smartfreez simulates freeze-thaw processes using available experimental data. Understand how different parameters influence local temperature and compositions inside the containers. Complex variables can be shown in histograms as an Augmented Digital Twin of your process. Anticipate hurdles and develop methods for your formulations with Smartfreez FreezSIM platform. Digital twin’s simulations are validated (falsifiable) with experimental data.

Time within the ice and above class transition temperature (Stress-Time) and cryoconcentration (C/C0) in a 5L bottle.

Ice crust formation when freezing bottles. (This can be attenuated with our systems)

Temperature and concentration distribution in a 5 mL lyophilization vial.

Cryoconcentration in bags frozen in different systems