(407c) Real-Time Monitoring of Powder Mass Flowrates for MPC/PID Control of a Continuous Direct Compaction Tablet Manufacturing Process | AIChE

(407c) Real-Time Monitoring of Powder Mass Flowrates for MPC/PID Control of a Continuous Direct Compaction Tablet Manufacturing Process


Huang, Y. S. - Presenter, Purdue University
Medina-González, S., Purdue University
Bachawala, S., Purdue University
Gonzalez, M., Purdue University
Bommireddy, Y., Purdue University
Nagy, Z. K., Purdue University
Reklaitis, G., Purdue University
To continue the shift from batch operations to continuous operations for a wider range of products, advances in real-time process management (RTPM) are necessary. The key requirements for effective RTPM are to have reliable real-time data of the critical process parameters (CPP) and critical quality attributes (CQA) of the materials being processed, and to have robust control strategies for the rejection of disturbances and setpoint tracking.

Real-time measurements are necessary for capturing process dynamics and implement feedback control approaches. The mass flow rate is an additional important CPP in continuous manufacturing compared to batch processing. The mass flow rate can be used to control the composition and content uniformity of drug products as well as an indicator of whether the process is in a state of control. This is the rationale for investigating real-time measurement of mass flow of particulate streams. Process analytical tools (PAT) are required to measure particulate flows of downstream unit operations, while loss-in-weight (LIW) feeders only provide initial upstream flow rates. The X-ray based sensor investigated by Ganesh et al.[1] and a novel capacitance-based sensor offered by Tech4Imaging LLC, (Columbus, OH), which have recently been investigated in our group both demonstrated the ability to effectively measure powder mass flow rates as well as to capture solid flow dynamics in the downstream equipment.

Robust control strategies can be utilized to respond to variations and disturbances in input material properties and process parameters, so CQAs of materials/products can be maintained and the amount of off-spec production can be reduced. The hierarchical control system (Level 0 equipment built-in control, Level 1 PAT based PID control and Level 2 optimization-based model predictive control) was applied in the pilot plant at Purdue University and it was demonstrated that the use of active process control allow more robust continuous process operation under different risk scenarios compared to a more rigid open-loop process operation within predefined design space.[2-3] With the aid of mass flow sensing, the control framework becomes more robust in mitigating the effects of upstream disturbances on product qualities. For example, excursions in the mass flow from an upstream unit operation, which could force a shutdown of the tablet press and/or produce off-spec tablets,[4] can be prevented by proper control and monitoring of the powder flow rate entering the tablet press hopper.

In the first part of this study, the impact of mass flow sensing on the control performance of a direct compaction line is investigated by using flowsheet modeling implemented in MATLAB/Simulink to examine the effects of sampling time, measurement precision and time delay. In the second part of this study, pilot plant studies are reported in which the mass flow sensor is integrated into the tableting line at the exit of the feeding-and-blending system and system performance data is collected to verify the effect of mass flow sensing on the performance of the overall plant-wide supervisory control.


[1] Ganesh, S., Troscinski, R., Schmall, N., Lim, J., Nagy, Z., & Reklaitis, G. (2017). Application of X-ray sensors for in-line and noninvasive monitoring of mass flow rate in continuous tablet manufacturing. Journal of pharmaceutical sciences, 106(12), 3591-3603.

[2] Su, Q., Moreno, M., Giridhar, A., Reklaitis, G. V., & Nagy, Z. K. (2017). A systematic framework for process control design and risk analysis in continuous pharmaceutical solid-dosage manufacturing. Journal of Pharmaceutical Innovation, 12(4), 327-346.

[3] Su, Q., Ganesh, S., Moreno, M., Bommireddy, Y., Gonzalez, M., Reklaitis, G. V., & Nagy, Z. K. (2019). A perspective on Quality-by-Control (QbC) in pharmaceutical continuous manufacturing. Computers & Chemical Engineering, 125, 216-231.

[4] Martinetz, M. C., Rehrl, J., Aigner, I., Sacher, S., & Khinast, J. (2017). A continuous operation concept for a rotary tablet press using mass flow operating points. Chemie Ingenieur Technik, 89(8), 1006-1016.