In-line monitoring of the primary drying phase of the freeze-drying process in vial by means of a Kalman filter based observer

被引:43
|
作者
Velardi, Salvatore A. [1 ]
Hammouri, Hassan [2 ,3 ]
Barresi, Antonello A. [1 ]
机构
[1] Politecn Torino, Dipartimento Sci Mat & Ingn Chim, I-10129 Turin, Italy
[2] Univ Lyon, F-69003 Lyon, France
[3] Univ Lyon 1, CNRS, UMR 5007, LAGEP, F-69100 Villeurbanne, France
来源
CHEMICAL ENGINEERING RESEARCH & DESIGN | 2009年 / 87卷 / 10A期
关键词
Freeze-drying; Lyophilisation; Primary drying; Modelling; Monitoring; Extended Kalman filter; OUTPUT INJECTION; LINEARIZATION;
D O I
10.1016/j.cherd.2009.03.011
中图分类号
TQ [化学工业];
学科分类号
0817 ;
摘要
This paper is focused on the monitoring of the primary drying phase of the lyophilisation process of pharmaceuticals in vial. Monitoring is required to ensure that the maximum temperature of the product is maintained at a safe value in order to avoid denaturation, and the position of the moving front of sublimation has to be monitored since its evolution gives the state of progression of the primary drying. Furthermore, the information coming from the monitoring system, which includes the estimation of the transport coefficients, can be used in a control loop designed to minimise the drying time beside ensuring product quality. To this purpose, a soft-sensor (observer) has been developed, based on the extended Kalman filter algorithm: it requires a model of the process (a simplified model is used in order to reduce the computational load) and some physical measurements (in this case the temperature of the product at the bottom of the vial, that can be measured by a thermocouple). The main issues arising in the design of this observer have been discussed. A detailed mono-dimensional model experimentally validated has been used at first to compare the results provided by the observer by means of numerical simulations, and then the results obtained in a pilot freeze-dryer are shown. (C) 2009 The Institution of Chemical Engineers. Published by Elsevier B.V. All rights reserved.
引用
收藏
页码:1409 / 1419
页数:11
相关论文
共 50 条
  • [1] In-Line Monitoring of the Freeze-Drying Process by Means of Heat Flux Sensors
    Moino, Camilla
    Bourles, Erwan
    Pisano, Roberto
    Scutella, Bernadette
    INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH, 2021, 60 (26) : 9637 - 9645
  • [2] Development of a High Gain Observer for In-Line Monitoring of Sublimation in Vial Freeze Drying
    Velardi, Salvatore A.
    Hammouri, Hassan
    Barresi, Antonello A.
    DRYING TECHNOLOGY, 2010, 28 (02) : 256 - 268
  • [3] In-line control of a freeze-drying process in vials
    Fissore, Davide
    Velardi, Salvatore A.
    Barresi, Antonello A.
    DRYING TECHNOLOGY, 2008, 26 (06) : 685 - 694
  • [4] On the Design of an In-Line Control System for a Vial Freeze-Drying Process: The Role of Chamber Pressure
    Fissore, Davide
    Pisano, Roberto
    Barresi, Antonello A.
    CHEMICAL PRODUCT AND PROCESS MODELING, 2009, 4 (02):
  • [5] On the Use of Infrared Thermography for Monitoring a Vial Freeze-Drying Process
    Lietta, Elena
    Colucci, Domenico
    Distefano, Giovanni
    Fissore, Davide
    JOURNAL OF PHARMACEUTICAL SCIENCES, 2019, 108 (01) : 391 - 398
  • [6] Establishing a Multi-Vial Design Space for the Freeze-Drying Process by Means of Mathematical Modeling of the Primary Drying Stage
    Perez, Roland
    Alvarez, Marco A.
    Acosta, Lisset L.
    Terry, Alicia M.
    Labrada, Alexis
    JOURNAL OF PHARMACEUTICAL SCIENCES, 2024, 113 (06) : 1506 - 1514
  • [7] In-Line Optimization and Control of an Industrial Freeze-Drying Process for Pharmaceuticals
    Pisano, Roberto
    Fissore, Davide
    Velardi, Salvatore A.
    Barresi, Antonello A.
    JOURNAL OF PHARMACEUTICAL SCIENCES, 2010, 99 (11) : 4691 - 4709
  • [8] NIR spectroscopy for the in-line monitoring of a multicomponent formulation during the entire freeze-drying process
    Rosas, Juan G.
    de Waard, Hans
    De Beer, Thomas
    Vervaet, Chris
    Remon, Jean Paul
    Hinrichs, Wouter L. J.
    Frijlink, Henderik W.
    Blanco, Marcel
    JOURNAL OF PHARMACEUTICAL AND BIOMEDICAL ANALYSIS, 2014, 97 : 39 - 46
  • [9] An automatic computer vision pipeline for the in-line monitoring of freeze-drying processes
    Colucci, Domenico
    Morra, Lia
    Zhang, Xiaoyang
    Fissore, Davide
    Lamberti, Fabrizio
    COMPUTERS IN INDUSTRY, 2020, 115
  • [10] Process optimization and transfer of freeze-drying in nested vial systems
    Ehlers, Sarah
    Schroeder, Rudolf
    Friess, Wolfgang
    EUROPEAN JOURNAL OF PHARMACEUTICS AND BIOPHARMACEUTICS, 2021, 159 : 143 - 150