title: Real time monitoring of powder blend bulk density for coupled feed-forward/feed-back control of a continuous direct compaction tablet manufacturing process.
abstract: The pharmaceutical industry is strictly regulated, where precise and accurate control of the end product quality is necessary to ensure the effectiveness of the drug products. For such control, the process and raw materials variability ideally need to be fed-forward in real time into an automatic control system so that a proactive action can be taken before it can affect the end product quality. Variations in raw material properties (e.g., particle size), feeder hopper level, amount of lubrication, milling and blending action, applied shear in different processing stages can affect the blend density significantly and thereby tablet weight, hardness and dissolution. Therefore, real time monitoring of powder bulk density variability and its incorporation into the automatic control system so that its effect can be mitigated proactively and efficiently is highly desired. However, real time monitoring of powder bulk density is still a challenging task because of different level of complexities. In this work, powder bulk density which has a significant effect on the critical quality attributes (CQA's) has been monitored in real time in a pilot-plant facility, using a NIR sensor. The sensitivity of the powder bulk density on critical process parameters (CPP's) and CQA's has been analyzed and thereby feed-forward controller has been designed. The measured signal can be used for feed-forward control so that the corrective actions on the density variations can be taken before they can influence the product quality. The coupled feed-forward/feed-back control system demonstrates improved control performance and improvements in the final product quality in the presence of process and raw material variations.
authors.affiliation: Engineering Research Center for Structured Organic Particulate Systems (C-SOPS), Department of Chemical and Biochemical Engineering, Rutgers, The State University of New Jersey, Piscataway, NJ 08854, USA. Electronic address: ravendra.singh@rutgers.edu.
authors.forename: Ravendra
authors.initials: R
authors.lastname: Singh
authors.affiliation: Engineering Research Center for Structured Organic Particulate Systems (C-SOPS), Department of Chemistry, University of Puerto Rico, Mayaguez Campus, Mayaguez, PR 00681, USA.
authors.forename: Andrés D
authors.initials: AD
authors.lastname: Román-Ospino
authors.affiliation: Engineering Research Center for Structured Organic Particulate Systems (C-SOPS), Department of Chemistry, University of Puerto Rico, Mayaguez Campus, Mayaguez, PR 00681, USA.
authors.forename: Rodolfo J
authors.initials: RJ
authors.lastname: Romañach
authors.affiliation: Engineering Research Center for Structured Organic Particulate Systems (C-SOPS), Department of Chemical and Biochemical Engineering, Rutgers, The State University of New Jersey, Piscataway, NJ 08854, USA.
authors.forename: Marianthi
authors.initials: M
authors.lastname: Ierapetritou
authors.affiliation: Engineering Research Center for Structured Organic Particulate Systems (C-SOPS), Department of Chemical and Biochemical Engineering, Rutgers, The State University of New Jersey, Piscataway, NJ 08854, USA. Electronic address: rohit.r@rutgers.edu.
authors.forename: Rohit
authors.initials: R
authors.lastname: Ramachandran
mesh_terms: D002626:Chemistry, Pharmaceutical / Q000592:standards*; D004345:Drug Industry / Q000592:standards*; D010316:Particle Size; D011208:Powders / Q000592:standards*; D011786:Quality Control; D019265:Spectroscopy, Near-Infrared; D013607:Tablets / Q000592:standards*; D013678:Technology, Pharmaceutical / Q000592:standards*
chemical_list: D011208:Powders; D013607:Tablets
keywords: Feed-forward control; NIR; PAT; Powder bulk density; QbD; Real time monitoring