Machine Learning-Based Model Predictive Control of Distributed Chemical Processes

Zhe Wu; Anh Tran; Yi Ming Ren; Cory S. Barnes; Siyao Chen; Panagiotis D. Christofides

doi:10.1016/j.ifacol.2019.08.021

Machine Learning-Based Model Predictive Control of Distributed Chemical Processes

IFAC-PapersOnLine ◽

10.1016/j.ifacol.2019.08.021 ◽

2019 ◽

Vol 52 (2) ◽

pp. 120-127

Author(s):

Zhe Wu ◽

Anh Tran ◽

Yi Ming Ren ◽

Cory S. Barnes ◽

Siyao Chen ◽

...

Keyword(s):

Machine Learning ◽

Model Predictive Control ◽

Predictive Control ◽

Chemical Processes

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Model predictive control algorithm for nonlinear chemical processes

2003 IEEE International Workshop on Workload Characterization (IEEE Cat No 03EX775) PHYCON-03 ◽

10.1109/phycon.2003.1236843 ◽

2004 ◽

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Author(s):

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S. Weiland

Keyword(s):

Model Predictive Control ◽

Predictive Control ◽

Control Algorithm ◽

Chemical Processes ◽

Model Predictive Control Algorithm

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Vol 306 ◽

pp. 118041

Author(s):

Shiyu Yang ◽

Man Pun Wan

Keyword(s):

Machine Learning ◽

Mechanical Ventilation ◽

Model Predictive Control ◽

Predictive Control ◽

Air Conditioning ◽

Ventilation System

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10.3850/978-981-07-1445-1_389 ◽

2012 ◽

Author(s):

Pornchai Bumroongsri ◽

Soorathep Kheawhom

Keyword(s):

Model Predictive Control ◽

Predictive Control ◽

Chemical Processes ◽

Constrained Model ◽

Constrained Model Predictive Control

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Machine Learning Emulation of Model Predictive Control for Modular Multilevel Converters

IEEE Transactions on Industrial Electronics ◽

10.1109/tie.2020.3038064 ◽

2020 ◽

pp. 1-1

Author(s):

Songda Wang ◽

Tomislav Dragicevic ◽

Gustavo Figueiredo Gontijo ◽

Sanjay K. Chaudhary ◽

Remus Teodorescu

Keyword(s):

Machine Learning ◽

Model Predictive Control ◽

Predictive Control ◽

Multilevel Converters ◽

Modular Multilevel Converters

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Chinese Journal of Chemical Engineering ◽

10.1016/j.cjche.2015.07.005 ◽

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pp. 1662-1669 ◽

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Defeng He ◽

Shiming Yu ◽

Li Yu

Keyword(s):

Model Predictive Control ◽

Predictive Control ◽

Nonlinear Model ◽

Switching Cost ◽

Chemical Processes ◽

Nonlinear Model Predictive Control ◽

Cost Functions ◽

Multi Objective

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Event-triggered model predictive control with machine learning for compensation of model uncertainties

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10.1109/cdc.2017.8264468 ◽

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Adam Molin ◽

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Keyword(s):

Machine Learning ◽

Model Predictive Control ◽

Predictive Control ◽

Model Uncertainties ◽

Event Triggered

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Model Predictive Control of Chemical Processes

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10.23919/acc.1991.4791693 ◽

1991 ◽

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James B. Rawlings

Keyword(s):

Model Predictive Control ◽

Predictive Control ◽

Chemical Processes

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Chemical Engineering Research and Design ◽

10.1016/j.cherd.2021.07.005 ◽

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Author(s):

Aarsh Dodhia ◽

Zhe Wu ◽

Panagiotis D. Christofides

Keyword(s):

Machine Learning ◽

Model Predictive Control ◽

Predictive Control ◽

Diffusion Reaction ◽

Reaction Processes

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Author(s):

Thomas Storek ◽

Asad Esmailzadeh ◽

Phlipp Mehrfeld ◽

Markus Schumacher ◽

Marc Baranski ◽

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Keyword(s):

Machine Learning ◽

Model Predictive Control ◽

Predictive Control ◽

Energy Systems ◽

Building Energy ◽

Building Energy Systems

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NONLINEAR MODEL PREDICTIVE CONTROL OF CHEMICAL PROCESSES

Brazilian Journal of Chemical Engineering ◽

10.1590/s0104-66321999000100008 ◽

1999 ◽

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pp. 83-99 ◽

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Keyword(s):

Model Predictive Control ◽

Predictive Control ◽

Nonlinear Model ◽

Chemical Processes ◽

Nonlinear Model Predictive Control

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