A Validated Model for Design and Evaluation of Control Architectures for a Continuous Tablet Compaction Process

The systematic design of an advanced and efficient control strategy for controlling critical quality attributes of the tablet compaction operation is necessary to increase the robustness of a continuous pharmaceutical manufacturing process and for real time release. A process model plays a very impo...

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Main Authors: Fernando Nunes de Barros, Aparajith Bhaskar, Ravendra Singh
Format: Article
Language:English
Published: MDPI AG 2017-12-01
Series:Processes
Subjects:
Online Access:https://www.mdpi.com/2227-9717/5/4/76
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spelling doaj-af1cbaccab34415daf77d78569be2d4b2020-11-24T21:47:23ZengMDPI AGProcesses2227-97172017-12-01547610.3390/pr5040076pr5040076A Validated Model for Design and Evaluation of Control Architectures for a Continuous Tablet Compaction ProcessFernando Nunes de Barros0Aparajith Bhaskar1Ravendra Singh2Engineering Research Center for Structured Organic Particulate Systems (ERC-SOPS), Department of Chemical and Biochemical Engineering, Rutgers, The State University of New Jersey, Piscataway, NJ 08854, USAEngineering Research Center for Structured Organic Particulate Systems (ERC-SOPS), Department of Chemical and Biochemical Engineering, Rutgers, The State University of New Jersey, Piscataway, NJ 08854, USAEngineering Research Center for Structured Organic Particulate Systems (ERC-SOPS), Department of Chemical and Biochemical Engineering, Rutgers, The State University of New Jersey, Piscataway, NJ 08854, USAThe systematic design of an advanced and efficient control strategy for controlling critical quality attributes of the tablet compaction operation is necessary to increase the robustness of a continuous pharmaceutical manufacturing process and for real time release. A process model plays a very important role to design, evaluate and tune the control system. However, much less attention has been made to develop a validated control relevant model for tablet compaction process that can be systematically applied for design, evaluation, tuning and thereby implementation of the control system. In this work, a dynamic tablet compaction model capable of predicting linear and nonlinear process responses has been successfully developed and validated. The nonlinear model is based on a series of transfer functions and static polynomial models. The model has been applied for control system design, tuning and evaluation and thereby facilitate the control system implementation into the pilot-plant with less time and resources. The best performing control algorithm was used in the implementation and evaluation of different strategies for control of tablet weight and breaking force. A characterization of the evaluated control strategies has been presented and can serve as a guideline for the selection of the adequate control strategy for a given tablet compaction setup. A strategy based on a multiple input multiple output (MIMO) model predictive controller (MPC), developed using the simulation environment, has been implemented in a tablet press unit, verifying the relevance of the simulation tool.https://www.mdpi.com/2227-9717/5/4/76tablet pressnonlinear modelmodel predictive controlcontinuous manufacturingquality by controlcritical quality attributes
collection DOAJ
language English
format Article
sources DOAJ
author Fernando Nunes de Barros
Aparajith Bhaskar
Ravendra Singh
spellingShingle Fernando Nunes de Barros
Aparajith Bhaskar
Ravendra Singh
A Validated Model for Design and Evaluation of Control Architectures for a Continuous Tablet Compaction Process
Processes
tablet press
nonlinear model
model predictive control
continuous manufacturing
quality by control
critical quality attributes
author_facet Fernando Nunes de Barros
Aparajith Bhaskar
Ravendra Singh
author_sort Fernando Nunes de Barros
title A Validated Model for Design and Evaluation of Control Architectures for a Continuous Tablet Compaction Process
title_short A Validated Model for Design and Evaluation of Control Architectures for a Continuous Tablet Compaction Process
title_full A Validated Model for Design and Evaluation of Control Architectures for a Continuous Tablet Compaction Process
title_fullStr A Validated Model for Design and Evaluation of Control Architectures for a Continuous Tablet Compaction Process
title_full_unstemmed A Validated Model for Design and Evaluation of Control Architectures for a Continuous Tablet Compaction Process
title_sort validated model for design and evaluation of control architectures for a continuous tablet compaction process
publisher MDPI AG
series Processes
issn 2227-9717
publishDate 2017-12-01
description The systematic design of an advanced and efficient control strategy for controlling critical quality attributes of the tablet compaction operation is necessary to increase the robustness of a continuous pharmaceutical manufacturing process and for real time release. A process model plays a very important role to design, evaluate and tune the control system. However, much less attention has been made to develop a validated control relevant model for tablet compaction process that can be systematically applied for design, evaluation, tuning and thereby implementation of the control system. In this work, a dynamic tablet compaction model capable of predicting linear and nonlinear process responses has been successfully developed and validated. The nonlinear model is based on a series of transfer functions and static polynomial models. The model has been applied for control system design, tuning and evaluation and thereby facilitate the control system implementation into the pilot-plant with less time and resources. The best performing control algorithm was used in the implementation and evaluation of different strategies for control of tablet weight and breaking force. A characterization of the evaluated control strategies has been presented and can serve as a guideline for the selection of the adequate control strategy for a given tablet compaction setup. A strategy based on a multiple input multiple output (MIMO) model predictive controller (MPC), developed using the simulation environment, has been implemented in a tablet press unit, verifying the relevance of the simulation tool.
topic tablet press
nonlinear model
model predictive control
continuous manufacturing
quality by control
critical quality attributes
url https://www.mdpi.com/2227-9717/5/4/76
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