In-situ multi-phase flow imaging for particle dynamic tracking and characterization: Advances and applications
Real-time chemical process monitoring, analysis, and control have become increasingly
important to multi-phase flow process research and development and attracted overt …
important to multi-phase flow process research and development and attracted overt …
Enhanced sustainability with crystallization in continuous flow
P Neugebauer, S Soritz, JG Khinast… - Current Opinion in …, 2024 - Elsevier
At a time of rising raw material and energy prices, as well as growing awareness of the
green transition approach, sustainability is becoming an increasingly important issue in the …
green transition approach, sustainability is becoming an increasingly important issue in the …
Investigation of transfer learning for image classification and impact on training sample size
Recent developments in deep learning have brought huge breakthroughs in the image
processing area, which triggered numerous successful applications and positively impacted …
processing area, which triggered numerous successful applications and positively impacted …
In Situ Imaging Combined with Deep Learning for Crystallization Process Monitoring: Application to Cephalexin Production
The online detection of a trace amount of an undesired solid phase within a crystal slurry
can enable feedback control to improve product purity, decrease batch rejection, and …
can enable feedback control to improve product purity, decrease batch rejection, and …
Learning to navigate a crystallization model with deep reinforcement learning
In this work, a combination of a Convolutional Neural Network (CNN) based measurement
sensor and a reinforcement learning (RL) framework that speeds up the control loop is …
sensor and a reinforcement learning (RL) framework that speeds up the control loop is …
Deep learning-based oriented object detection for in situ image monitoring and analysis: A process analytical technology (PAT) application for taurine crystallization
Image analysis enables the estimation of critical process properties such as crystal size,
morphology, and crystallization kinetics. Despite the rich image information, the lack of a …
morphology, and crystallization kinetics. Despite the rich image information, the lack of a …
Harnessing Birefringence for Real-Time Classification of Molecular Crystals Using Dynamic Polarized Light Microscopy, Microfluidics, and Machine Learning
AYH Chua, EWQ Yeap, DM Walker… - Crystal Growth & …, 2024 - ACS Publications
Molecular crystals are ubiquitous in a variety of industrial contexts, from foods to chemicals
and pharmaceuticals. The timely identification of different molecular crystal forms (and …
and pharmaceuticals. The timely identification of different molecular crystal forms (and …
Particle characterization with on-line imaging and neural network image analysis
Y Wu, M Lin, S Rohani - Chemical Engineering Research and Design, 2020 - Elsevier
We proposed a deep learning-based in situ microscopic image analysis system for detecting
particles and performing size analysis in a high-density slurry, which shows great potential …
particles and performing size analysis in a high-density slurry, which shows great potential …
Process analytical technology in Downstream-Processing of Drug Substances–A review
P Neugebauer, M Zettl, D Moser, J Poms… - International Journal of …, 2024 - Elsevier
Abstract Process Analytical Technology (PAT) has revolutionized pharmaceutical
manufacturing by providing real-time monitoring and control capabilities throughout the …
manufacturing by providing real-time monitoring and control capabilities throughout the …
Machine learning-based protein crystal detection for monitoring of crystallization processes enabled with large-scale synthetic data sets of photorealistic images
D Bischoff, B Walla, D Weuster-Botz - Analytical and Bioanalytical …, 2022 - Springer
Since preparative chromatography is a sustainability challenge due to large amounts of
consumables used in downstream processing of biomolecules, protein crystallization offers …
consumables used in downstream processing of biomolecules, protein crystallization offers …