Real-Time Optimization and Control of Nonlinear Processes Using Machine Learning

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

(2019) Zhe Wu et al.   AICHE JOURNAL

Economic Machine-Learning-Based Predictive Control of Nonlinear Systems

(2019) Zhe Wu et al.   Mathematics

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

(2019) Zhe Wu et al.   AICHE JOURNAL

NARX modeling for real-time optimization of air and gas compression systems in chemical processes

(2018) Won Je Lee et al.   COMPUTERS & CHEMICAL ENGINEERING

Optimization and Control of a Thin Film Growth Process: A Hybrid First Principles/Artificial Neural Network Based Multiscale Modelling Approach

(2018) Donovan Chaffart et al.   COMPUTERS & CHEMICAL ENGINEERING

The promise of artificial intelligence in chemical engineering: Is it here, finally?

(2018) Venkat Venkatasubramanian   AICHE JOURNAL

Deterministic Global Optimization with Artificial Neural Networks Embedded

(2018) Artur M. Schweidtmann et al.   JOURNAL OF OPTIMIZATION THEORY AND APPLICATIONS

Performance Evaluation of Real Industrial RTO Systems

(2016) Maurício Câmara et al.   Processes

A tutorial review of economic model predictive control methods

(2014) Matthew Ellis et al.   JOURNAL OF PROCESS CONTROL

Experimental study on mass transfer and prediction using artificial neural network for CO2 absorption into aqueous DETA

(2013) Kaiyun Fu et al.   CHEMICAL ENGINEERING SCIENCE

Common vulnerabilities of RTO implementations in real chemical processes

(2012) André D. Quelhas et al.   CANADIAN JOURNAL OF CHEMICAL ENGINEERING

The online use of first-principles models in process operations: Review, current status and future needs

(2012) C.C. Pantelides et al.   COMPUTERS & CHEMICAL ENGINEERING

Dynamic Modeling and Optimal Control of Batch Reactors, Based on Structure Approaching Hybrid Neural Networks

(2011) J. Wang et al.   INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH

Modelling and control of different types of polymerization processes using neural networks technique: A review

(2010) R. A. Mat Noor et al.   CANADIAN JOURNAL OF CHEMICAL ENGINEERING

Phase equilibrium modeling in ethanol+congener mixtures using an artificial neural network

(2010) Claudio A. Faúndez et al.   FLUID PHASE EQUILIBRIA

Unreachable Setpoints in Model Predictive Control

(2008) James B. Rawlings et al.   IEEE TRANSACTIONS ON AUTOMATIC CONTROL