Development and implementation of an advanced model predictive control system into continuous pharmaceutical tablet compaction process

被引:33
|
作者
Bhaskar, Aparajith [1 ]
Barros, Fernando N. [1 ]
Singh, Ravendra [1 ]
机构
[1] Rutgers State Univ, Dept Chem & Biochem Engn, ERC SOPS, Piscataway, NJ 08854 USA
基金
美国国家科学基金会;
关键词
Model predictive control; Pharmaceutical; Continuous processing; Model generation; Sensitivity analysis; GRANULATION PROCESSES; WET GRANULATION; DESIGN; VALIDATION; FRAMEWORK; MPC; PAT;
D O I
10.1016/j.ijpharm.2017.10.003
中图分类号
R9 [药学];
学科分类号
1007 ;
摘要
In the context of continuous pharmaceutical oral dosage manufacturing, a control system is essential to ensure that the critical quality attributes (CQAs) are maintained within the regulatory constraints by mitigating variations generated in upstream operations. Such a system is essential to the Quality by Design (QbD) paradigm shift, which can ensure that predefined end quality attributes are achieved within an optimal economic and time bracket. In this work, an advanced model predictive control (MPC) architecture integrated with a novel real-time tablet weight measurement method has been development and implemented into a continuous direct compaction tablet manufacturing pilot-plant. The proposed control architecture has the potential to control tablet weight and tablet breaking force simultaneously by systematically decoupling and cascading the control loops. The model predictive control algorithm was experimentally found to be superior to the PID (proportional, integral and derivative) controller and thus, can be utilized for a wide range of applications to improve the quality of pharmaceutical products in continuous manufacturing. The MPC was used to control main compression force and pre compression force using main compression height and fill depth respectively as the actuators. The introduction of this methodology leads to new ways of developing MPC models, tablet weight measurement methods and control strategies that enhance the manufacturability and quality of pharmaceutical tablets.
引用
收藏
页码:159 / 178
页数:20
相关论文
共 50 条
  • [31] Closed-Loop Feedback Control of a Continuous Pharmaceutical Tablet Manufacturing Process via Wet Granulation
    Singh, Ravendra
    Barrasso, Dana
    Chaudhury, Anwesha
    Sen, Maitraye
    Ierapetritou, Marianthi
    Ramachandran, Rohit
    JOURNAL OF PHARMACEUTICAL INNOVATION, 2014, 9 (01) : 16 - 37
  • [32] Advanced process control of pharmaceutical crystallization
    Zhao, Shaolei
    Wang, Yaoguo
    Zhang, Teng
    Zhou, Lina
    Gong, Junbo
    Tang, Weiwei
    Huagong Xuebao/CIESC Journal, 2020, 71 (02): : 459 - 474
  • [33] Fast Model Predictive Control of Startup of a Compact Modular Reconfigurable System for Continuous-Flow Pharmaceutical Manufacturing
    Nikolakopoulou, Anastasia
    von Andrian, Matthias
    Braatz, Richard D.
    2020 AMERICAN CONTROL CONFERENCE (ACC), 2020, : 2778 - 2783
  • [34] A flowsheet model for the development of a continuous process for pharmaceutical tablets: An industrial perspective
    Garcia-Munoz, Salvador
    Butterbaugh, Adam
    Leavesley, Ian
    Manley, Leo Francis
    Slade, David
    Bermingham, Sean
    AICHE JOURNAL, 2018, 64 (02) : 511 - 525
  • [35] Innovative Process Development of Pharmaceutical Intermediates under Continuous Flow System
    Yasukouchi, Hiroaki
    Nishiyama, Akira
    Mitsuda, Masaru
    JOURNAL OF SYNTHETIC ORGANIC CHEMISTRY JAPAN, 2020, 78 (03) : 240 - 249
  • [36] Accelerating pharmaceutical tablet development by transfer of powder compaction equipment across types and scales
    Beccaro, Luca
    Facco, Pierantonio
    Dhenge, Ranjit M.
    Khala, Marv J.
    Cenci, Francesca
    Bezzo, Fabrizio
    Barolo, Massimiliano
    INTERNATIONAL JOURNAL OF PHARMACEUTICS, 2024, 667
  • [37] Ontology Development for Pharmaceutical Tablet Production Expert System
    Chalortham, Nopphadol
    Leesawat, Phuriwat
    Buranarach, Marut
    Supnithi, Thepchai
    ECTI-CON 2008: PROCEEDINGS OF THE 2008 5TH INTERNATIONAL CONFERENCE ON ELECTRICAL ENGINEERING/ELECTRONICS, COMPUTER, TELECOMMUNICATIONS AND INFORMATION TECHNOLOGY, VOLS 1 AND 2, 2008, : 205 - +
  • [38] Implementation of Model Predictive Control and Decoupling PI by Distributed Control System
    Permpornsri, Siripong
    Wongsaisuwan, Manop
    ECTI-CON 2008: PROCEEDINGS OF THE 2008 5TH INTERNATIONAL CONFERENCE ON ELECTRICAL ENGINEERING/ELECTRONICS, COMPUTER, TELECOMMUNICATIONS AND INFORMATION TECHNOLOGY, VOLS 1 AND 2, 2008, : 585 - 588
  • [39] Mechatronics in Pharmaceutical Engineering: Advanced Control to Upgrade a Tablet Coating Machine
    Alata, Mohanad
    El-Khasawneh, Bashar
    Al-Hourani, Shireen
    2008 5TH INTERNATIONAL SYMPOSIUM ON MECHATRONICS & ITS APPLICATIONS, SYMPOSIUM PROCEEDINGS, 2008, : 120 - +
  • [40] Recurrent Neural Network-Based Model Predictive Control for Continuous Pharmaceutical Manufacturing
    Wong, Wee Chin
    Chee, Ewan
    Li, Jiali
    Wang, Xiaonan
    MATHEMATICS, 2018, 6 (11):