Predicting machine parameters to achieve target syringe plunger depth placement

One or more non-transitory, computer-readable media storing instructions that, when executed by one or more processors, cause the one or more processors to:

• receive a first value of a plunger depth for a first syringe;
• receive first values of one or more product parameters;
• determine, by applying the first value of the plunger depth and the first values of the product parameters as inputs to a model, one or more first values of one or more vacuum parameters of the syringe filling system for use when filling the first syringe with a product having the first values of the product parameters, wherein the model uses one or more experimentally-determined correction factors to model a relationship between the plunger depth, the product parameters, and the vacuum parameters;
• and
• display or store the first values of the vacuum parameters of.

A system comprising:

• one or more processors;
• and
• one or more non-transitory, computer-readable media storing instructions that, when executed by the one or more processors, cause the one or more processors to:
• receive a first value of a plunger depth for a first syringe;
• receive first values of one or more product parameters;
• determine, by applying the first value of the plunger depth and the first values of the product parameters as inputs to a model, one or more first values of one or more vacuum parameters of the syringe filling system for use when filling the first syringe with a product having the first values of the product parameters, wherein the model uses one or more experimentally-determined correction factors to model a relationship between the plunger depth, the product parameters, and the vacuum parameters;
• and
• display or store the first values of the vacuum parameters.