Search Results - "Christofides, Panagiotis D."

A tutorial review of economic model predictive control methods by Ellis, Matthew, Durand, Helen, Christofides, Panagiotis D.

“…•Methods for the design of economic model predictive control (EMPC) systems.•Discussion of closed-loop stability and performance properties of various EMPC…”
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Machine learning‐based predictive control of nonlinear processes. Part I: Theory by Wu, Zhe, Tran, Anh, Rincon, David, Christofides, Panagiotis D.

“…This article focuses on the design of model predictive control (MPC) systems for nonlinear processes that utilize an ensemble of recurrent neural network (RNN)…”
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Machine‐learning‐based predictive control of nonlinear processes. Part II: Computational implementation by Wu, Zhe, Tran, Anh, Rincon, David, Christofides, Panagiotis D.

“…Machine learning is receiving more attention in classical engineering fields, and in particular, recurrent neural networks (RNNs) coupled with ensemble…”
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Distributed model predictive control: A tutorial review and future research directions by Christofides, Panagiotis D., Scattolini, Riccardo, Muñoz de la Peña, David, Liu, Jinfeng

“…In this paper, we provide a tutorial review of recent results in the design of distributed model predictive control systems. Our goal is to not only…”
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Recurrent Neural-Network-Based Model Predictive Control of a Plasma Etch Process by Xiao, Tianqi, Wu, Zhe, Christofides, Panagiotis D, Armaou, Antonios, Ni, Dong

“…In this article, we propose the development of a recurrent neural network (RNN)-based model predictive controller (MPC) for a plasma etch process on a…”
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Machine-learning-based state estimation and predictive control of nonlinear processes by Alhajeri, Mohammed S., Wu, Zhe, Rincon, David, Albalawi, Fahad, Christofides, Panagiotis D.

“…•Design of state estimators using recurrent neural networks from process data.•Design of hybrid state estimators using both process data and first…”
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Machine learning-based model predictive control of diffusion-reaction processes by Dodhia, Aarsh, Wu, Zhe, Christofides, Panagiotis D.

“…•Empirical eigenfunction construction from process data.•Neural network modeling of temporal evolution.•Model predictive control using machine learning…”
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Microscopic and data-driven modeling and operation of thermal atomic layer etching of aluminum oxide thin films by Yun, Sungil, Tom, Matthew, Luo, Junwei, Orkoulas, Gerassimos, Christofides, Panagiotis D.

“…•Microscopic modeling of atomic layer etching.•Calculation of reaction rate parameters via first-principles.•Computationally-efficient machine learning model…”
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Economic Machine-Learning-Based Predictive Control of Nonlinear Systems by Wu, Zhe, Christofides, Panagiotis

“…In this work, a Lyapunov-based economic model predictive control (LEMPC) method is developed to address economic optimality and closed-loop stability of…”
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Analysis of forward osmosis desalination via two-dimensional FEM model by SAGIV, Abraham, ZHU, Aihua, CHRISTOFIDES, Panagiotis D, COHEN, Yoram, SEMIAT, Raphael

“…Forward osmosis (FO) desalination was investigated via 2-D numerical model of the fully coupled hydrodynamics and mass transfer equations. The model was…”
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Machine learning-based modeling and operation for ALD of SiO2 thin-films using data from a multiscale CFD simulation by Ding, Yangyao, Zhang, Yichi, Ren, Yi Ming, Orkoulas, Gerassimos, Christofides, Panagiotis D.

“…[Display omitted] •Multiscale computational fluid dynamics (CFD) modeling of ALD reactor.•Machine-learning modeling using multiscale CFD model data.•Use of…”
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Multiscale three-dimensional CFD modeling for PECVD of amorphous silicon thin films by Crose, Marquis, Zhang, Weiqi, Tran, Anh, Christofides, Panagiotis D.

“…•Development of a three-dimensional, multiscale computational fluid dynamics (CFD) modeling framework for thin film growth processes.•Efficient parallel…”
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Multiscale modeling and run-to-run control of PECVD of thin film solar cells by Crose, Marquis, Kwon, Joseph Sang-Il, Tran, Anh, Christofides, Panagiotis D.

“…In this work, we focus on the development of a multiscale modeling and run-to-run control framework with the purpose of improving thin film product quality in…”
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Microscopic modeling and optimal operation of plasma enhanced atomic layer deposition by Ding, Yangyao, Zhang, Yichi, Orkoulas, Gerassimos, Christofides, Panagiotis D.

“…•Kinetic Monte-Carlo modeling of PEALD.•Calculation of kMC model parameters via DFT.•Comparison with experimental data.•Neural network modeling for determining…”
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Statistical Machine Learning in Model Predictive Control of Nonlinear Processes by Wu, Zhe, Rincon, David, Gu, Quanquan, Christofides, Panagiotis D.

“…Recurrent neural networks (RNNs) have been widely used to model nonlinear dynamic systems using time-series data. While the training error of neural networks…”
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Multiscale modeling and operation of PECVD of thin film solar cells by Crose, Marquis, Sang-Il Kwon, Joseph, Nayhouse, Michael, Ni, Dong, Christofides, Panagiotis D.

“…This work proposes a multiscale modeling and operation framework for plasma-enhanced chemical vapor deposition (PECVD) of thin film silicon solar cells with…”
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Real-Time Optimization and Control of Nonlinear Processes Using Machine Learning by Zhang, Zhihao, Wu, Zhe, Rincon, David, Christofides, Panagiotis

“…Machine learning has attracted extensive interest in the process engineering field, due to the capability of modeling complex nonlinear process behavior. This…”
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Distributed economic MPC: Application to a nonlinear chemical process network by Chen, Xianzhong, Heidarinejad, Mohsen, Liu, Jinfeng, Christofides, Panagiotis D.

“…► Method for the design of distributed economic model predictive control systems. ► Establishment of closed-loop stability properties using rigorous…”
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Modeling and control of protein crystal shape and size in batch crystallization by Kwon, Joseph Sang-Il, Nayhouse, Michael, Christofides, Panagiotis D., Orkoulas, Gerassimos

“…In this work, the modeling and control of a batch crystallization process used to produce tetragonal hen egg white lysozyme crystals are studied. Two processes…”
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Modeling and Control of High-Velocity Oxygen-Fuel (HVOF) Thermal Spray: A Tutorial Review by Li, Mingheng, Christofides, Panagiotis D.

“…This work provides a tutorial overview of recent research efforts in modeling and control of the high-velocity oxygen-fuel (HVOF) thermal spray process…”
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