Machine Learning Modeling and Predictive Control of the Batch Crystallization Process

Machine learning-based reduced-order modeling and predictive control of nonlinear processes

(2022) Tianyi Zhao et al.   CHEMICAL ENGINEERING RESEARCH & DESIGN

Representative shear rate for particle agglomeration in a mixing tank

(2021) Yusuke Ochi et al.   CHEMICAL ENGINEERING RESEARCH & DESIGN

Industry 4.0 for pharmaceutical manufacturing: Preparing for the smart factories of the future

(2021) N. Sarah Arden et al.   INTERNATIONAL JOURNAL OF PHARMACEUTICS

Time–space coupled learning method for model reduction of distributed parameter systems with encoder‐decoder and RNN

(2020) Xiangyun Qing et al.   AICHE JOURNAL

Process structure-based recurrent neural network modeling for model predictive control of nonlinear processes

(2020) Zhe Wu et al.   JOURNAL OF PROCESS CONTROL

Population Balance Model Development Verification and Validation of Cooling Crystallization of Carbamazepine

(2020) Yiqing C. Liu et al.   CRYSTAL GROWTH & DESIGN

Laplacian regularized robust principal component analysis for process monitoring

(2020) Xianchao Xiu et al.   JOURNAL OF PROCESS CONTROL

Model Predictive Control of Phthalic Anhydride Synthesis in a Fixed-Bed Catalytic Reactor via Machine Learning Modeling

(2019) Zhe Wu et al.   CHEMICAL ENGINEERING RESEARCH & DESIGN

Machine‐learning‐based predictive control of nonlinear processes. Part II: Computational implementation

(2019) Zhe Wu et al.   AICHE JOURNAL

Crystallization of fesoterodine fumarate active pharmaceutical ingredient: Modelling of thermodynamic equilibrium, nucleation, growth, agglomeration and dissolution kinetics and temperature cycling

(2019) Marko Trampuž et al.   CHEMICAL ENGINEERING SCIENCE

A perspective on Quality-by-Control (QbC) in pharmaceutical continuous manufacturing

(2019) Qinglin Su et al.   COMPUTERS & CHEMICAL ENGINEERING

Machine learning‐based predictive control of nonlinear processes. Part I: Theory

(2019) Zhe Wu et al.   AICHE JOURNAL

Control Lyapunov-Barrier function-based predictive control of nonlinear processes using machine learning modeling

(2019) Zhe Wu et al.   COMPUTERS & CHEMICAL ENGINEERING

Interplay between Kinetics and Thermodynamics on the Probability Nucleation Rate of a Urea–Water Crystallization System

(2018) Shijie Xu et al.   CRYSTAL GROWTH & DESIGN

Chord Length Distribution Based Modeling and Adaptive Model Predictive Control of Batch Crystallization Processes Using High Fidelity Full Population Balance Models

(2018) Botond Szilágyi et al.   INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH

Effective android malware detection with a hybrid model based on deep autoencoder and convolutional neural network

(2018) Wei Wang et al.   Journal of Ambient Intelligence and Humanized Computing

Application of feedback control and in situ milling to improve particle size and shape in the crystallization of a slow growing needle-like active pharmaceutical ingredient

(2017) Yang Yang et al.   INTERNATIONAL JOURNAL OF PHARMACEUTICS

Deep Feature Learning for Medical Image Analysis with Convolutional Autoencoder Neural Network

(2017) Min Chen et al.   IEEE Transactions on Big Data

Data-Driven Modeling and Dynamic Programming Applied to Batch Cooling Crystallization

(2016) Daniel J. Griffin et al.   INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH

Modeling and optimization of a pharmaceutical crystallization process by using neural networks and genetic algorithms

(2016) A. Velásco-Mejía et al.   POWDER TECHNOLOGY

Application of Process Analytical Technology-Based Feedback Control Strategies To Improve Purity and Size Distribution in Biopharmaceutical Crystallization

(2015) Elena Simone et al.   CRYSTAL GROWTH & DESIGN

Modeling and control of protein crystal shape and size in batch crystallization

(2013) Joseph Sang-Il Kwon et al.   AICHE JOURNAL

Protein Crystal Shape and Size Control in Batch Crystallization: Comparing Model Predictive Control with Conventional Operating Policies

(2013) Joseph Sang-II Kwon et al.   INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH

Application of Laser-Backscattering Instruments for In Situ Monitoring of Crystallization Processes - A Review

(2012) J. Heinrich et al.   CHEMICAL ENGINEERING & TECHNOLOGY

Development of an empirical method relating crystal size distributions and FBRM measurements

(2012) Huayu Li et al.   CHEMICAL ENGINEERING SCIENCE

Optimization of a Crystallization by Online FBRM Analysis of Needle-Shaped Crystals

(2011) Tom Leyssens et al.   ORGANIC PROCESS RESEARCH & DEVELOPMENT

Continuous Plug Flow Crystallization of Pharmaceutical Compounds

(2010) Alejandro J. Alvarez et al.   CRYSTAL GROWTH & DESIGN

Nonlinear predictive control based on artificial neural network model for industrial crystallization

(2010) Cédric Damour et al.   JOURNAL OF FOOD ENGINEERING

Fesoterodine: a novel muscarinic receptor antagonist for the treatment of overactive bladder syndrome

(2008) Martin C Michel   EXPERT OPINION ON PHARMACOTHERAPY

Lyapunov-based Model Predictive Control of Particulate Processes Subject to Asynchronous Measurements

(2008) Jinfeng Liu et al.   PARTICLE & PARTICLE SYSTEMS CHARACTERIZATION