The stochastic nature of ice nucleation presents a major challenge in freezing and freeze-drying processes biopharmaceuticals vials. During freezing, events occur the vials batch at different times temperature, which has to be accounted for process design. This work paves way towards model-based design, by presenting method estimate kinetic parameters their uncertainty from experimental data ge...