Rational Function-Based Approach for Integrating Tableting Reduced-Order Models with Upstream Unit Operations:
Sunidhi Bachawala1, Dominik Tomasz Nasilowski1, Marcial Gonzalez1,2
1School of Mechanical Engineering, Purdue University, West Lafayette, IN 47907, USA.
Pharmaceuticals (Basel, Switzerland)
|October 29, 2025
Summary
A new modeling approach quantifies how glidants and lubricants affect tablet manufacturing. This helps predict and control tablet quality during continuous manufacturing processes.
Area of Science:
- Pharmaceutical Sciences
- Chemical Engineering
- Materials Science
Background:
- Glidants and lubricants are essential pharmaceutical excipients that improve powder flow but can negatively affect tablet quality attributes.
- Understanding these impacts is crucial for the pharmaceutical industry's shift towards continuous manufacturing.
Purpose of the Study:
- To develop a rational-function-based modeling framework to quantify the effects of glidants and lubricants on tableting processes.
- To identify and model critical material attributes and process parameters influencing tablet quality.
Main Methods:
- Developed a rational-function-based modeling approach to capture lubricant and glidant effects on tableting.
- Constructed reduced-order models to assess variables like excipient concentration and mixing time on powder compaction stages.
- Utilized formulations with acetaminophen, microcrystalline cellulose, magnesium stearate, or colloidal silica, varying tablet density through process adjustments.
Main Results:
- Successfully quantified the impact of lubricant and glidant mixing on each stage of powder compaction.
- Provided mechanistic insights into how upstream conditions influence tableting and critical quality attributes.
- Demonstrated the model's ability to predict the effects of excipient concentration and mixing time.
Conclusions:
- The rational-function-based framework provides a systematic method for predicting lubricant and glidant effects on tablet performance.
- Enhances product and process understanding essential for optimizing continuous manufacturing.
- Facilitates better control over critical quality attributes in pharmaceutical tablet production.
More Related Videos
Related Concept Videos
Factors Influencing Drug Absorption: Pharmaceutical Parameters
392
Solid dosage forms such as tablets and capsules undergo rigorous manufacturing processes to ensure stability and effectiveness. Their dissolution and absorption properties are influenced significantly by the choice of excipients (inactive ingredients that serve various roles in the formulation), and the methodology applied during production. The manufacturing parameters, such as compression force and granulation techniques, significantly affect dissolution rates. Elevated compression forces...
392
Rationalizing Substitutions
15
Integrals involving non-rational functions are often difficult to evaluate using standard techniques, especially when radicals appear in the integrand. Rationalizing substitution provides a systematic method for simplifying such integrals by converting them into rational forms that are easier to handle.Consider a rod whose linear mass density depends on a constant linear density, a characteristic length, and the distance from the left end of the rod. Determining the total mass requires...
15
In Vitro Drug Dissolution: Compendial Testing Models I
221
Compendial dissolution methods are standardized procedures defined by pharmacopeias to evaluate the rate at which a drug dissolves in a specific medium. These methods ensure batch-to-batch consistency, enable quality control, and support the prediction of drug bioavailability. They are critical for both immediate and modified-release drug products.The apparatuses used for dissolution testing differ in their design and mechanical function, but all aim to simulate the physiological environment of...
221
In Vitro Drug Dissolution: Compendial Testing Models II
237
Various dissolution methods are utilized to assess a drug’s dissolution rate, including the flow-through cell, paddle-over-disk, cylinder, and reciprocating disk methods.The flow-through cell apparatus (USP (United States Pharmacopeia) method 4) comprises a reservoir for the dissolution medium and a pump that propels the medium through the cell containing the test sample. This method is crucial for assessing modified-release dosage forms with minimally soluble active ingredients,...
237
Response Surface Methodology
598
Response Surface Methodology (RSM) is a collection of statistical and mathematical techniques used to develop, improve, and optimize processes. It is particularly valuable when many input variables or factors potentially influence a response variable.
The process of RSM involves several key steps:
The process of RSM involves several key steps:
598
Design Example: Deciding Thickness of Lubricating Fluid in a Shaft
327
Effective lubrication between a rotating shaft and its bearing housing is essential in rotating machinery to minimize friction, wear, and energy loss. With carefully controlled thickness and viscosity, the lubricant layer prevents metal-to-metal contact, ensuring smooth operation.
To calculate the required thickness of the lubricant layer, the tangential velocity at the shaft's surface must first be determined. This velocity is calculated by converting the rotational speed to angular velocity...
To calculate the required thickness of the lubricant layer, the tangential velocity at the shaft's surface must first be determined. This velocity is calculated by converting the rotational speed to angular velocity...
327


