TY - JOUR
T1 - In situ Image Processing and Data Binning Strategy for Particle Engineering Applications
AU - El Arnaout, Toufic
AU - Cullen, Patrick J.
N1 - Publisher Copyright:
© 2020 WILEY-VCH Verlag GmbH & Co. KGaA, Weinheim
PY - 2020/8/1
Y1 - 2020/8/1
N2 - Crystallization control can be improved through real-time monitoring technologies. Here, a workflow is demonstrated on rapid batch cooling crystallization of L-glutamic acid. First, in situ images were generated using video microscopy sensors and analyzed, by employing a single, rapid macro code to extract particle data descriptors. A binning procedure (over time) was performed, where every data point represented the counts of particles within a specific size or shape range per 100 images. This binning method was found more informative in tracking of the populations compared to whole image averages or individual particle datapoints. This study provides a step-by-step guide towards improving mechanistic modeling, control via feedback, automation, and continuous manufacturing for Industry 4.0.
AB - Crystallization control can be improved through real-time monitoring technologies. Here, a workflow is demonstrated on rapid batch cooling crystallization of L-glutamic acid. First, in situ images were generated using video microscopy sensors and analyzed, by employing a single, rapid macro code to extract particle data descriptors. A binning procedure (over time) was performed, where every data point represented the counts of particles within a specific size or shape range per 100 images. This binning method was found more informative in tracking of the populations compared to whole image averages or individual particle datapoints. This study provides a step-by-step guide towards improving mechanistic modeling, control via feedback, automation, and continuous manufacturing for Industry 4.0.
KW - Crystal size-shape
KW - Data processing
KW - Process analytical technology
KW - Two-dimensional image analysis
UR - https://www.scopus.com/pages/publications/85085582555
U2 - 10.1002/ceat.201900311
DO - 10.1002/ceat.201900311
M3 - Article
SN - 0930-7516
VL - 43
SP - 1618
EP - 1629
JO - Chemical Engineering and Technology
JF - Chemical Engineering and Technology
IS - 8
ER -