A deep learning-based approach to robust nonlinear model predictive control

IFAC-PapersOnLine ◽

10.1016/j.ifacol.2018.11.038 ◽

2018 ◽

Vol 51 (20) ◽

pp. 511-516 ◽

Author(s):

Sergio Lucia ◽

Benjamin Karg

Keyword(s):

Deep Learning ◽

Model Predictive Control ◽

Predictive Control ◽

Nonlinear Model ◽

Nonlinear Model Predictive Control

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Approximate moving horizon estimation and robust nonlinear model predictive control via deep learning

Computers & Chemical Engineering ◽

10.1016/j.compchemeng.2021.107266 ◽

2021 ◽

pp. 107266

Author(s):

Benjamin Karg ◽

Sergio Lucia

Keyword(s):

Deep Learning ◽

Model Predictive Control ◽

Predictive Control ◽

Nonlinear Model ◽

Nonlinear Model Predictive Control ◽

Moving Horizon Estimation

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Deep Learning-based Approximate Nonlinear Model Predictive Control with Offset-free Tracking for Embedded Applications

2021 American Control Conference (ACC) ◽

10.23919/acc50511.2021.9482849 ◽

2021 ◽

Author(s):

Kimberly J. Chan ◽

Joel A. Paulson ◽

Ali Mesbah

Keyword(s):

Deep Learning ◽

Model Predictive Control ◽

Predictive Control ◽

Nonlinear Model ◽

Nonlinear Model Predictive Control ◽

Embedded Applications

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DE-based Nonlinear Model Predictive Control of a pH Neutralization Process

ACTA AUTOMATICA SINICA ◽

10.3724/sp.j.1004.2010.00159 ◽

2010 ◽

Vol 36 (1) ◽

pp. 159-162 ◽

Author(s):

Teng ZHU ◽

Jing-Chun WANG ◽

Zhi-Hua XIONG

Keyword(s):

Model Predictive Control ◽

Predictive Control ◽

Nonlinear Model ◽

Nonlinear Model Predictive Control ◽

Neutralization Process ◽

Ph Neutralization ◽

Ph Neutralization Process

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Research on Non-switch Analytic Nonlinear Model Predictive Control Method for a Class of Nonlinear Systems

ACTA AUTOMATICA SINICA ◽

10.3724/sp.j.1004.2008.01147 ◽

2009 ◽

Vol 34 (9) ◽

pp. 1147-1156 ◽

Author(s):

Guo-Yin ZHANG

Keyword(s):

Nonlinear Systems ◽

Model Predictive Control ◽

Predictive Control ◽

Nonlinear Model ◽

Control Method ◽

Nonlinear Model Predictive Control

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Efficient Nonlinear Model Predictive Control for Quadrotor Trajectory Tracking: Algorithms and Experiment

IEEE Transactions on Cybernetics ◽

10.1109/tcyb.2020.3043361 ◽

2021 ◽

pp. 1-12

Author(s):

Dong Wang ◽

Quan Pan ◽

Yang Shi ◽

Jinwen Hu ◽

Chunhui Zhao

Keyword(s):

Model Predictive Control ◽

Predictive Control ◽

Nonlinear Model ◽

Trajectory Tracking ◽

Nonlinear Model Predictive Control ◽

Tracking Algorithms

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Robust Nonlinear Model Predictive Control Based Visual Servoing of Quadrotor UAVs

IEEE/ASME Transactions on Mechatronics ◽

10.1109/tmech.2021.3053267 ◽

2021 ◽

pp. 1-1

Author(s):

Kunwu Zhang ◽

Yang Shi ◽

Huaiyuan Sheng

Keyword(s):

Model Predictive Control ◽

Predictive Control ◽

Nonlinear Model ◽

Visual Servoing ◽

Nonlinear Model Predictive Control ◽

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Gray-Box system modeling using symbolic regression and nonlinear model predictive control of a semibatch polymerization

Computers & Chemical Engineering ◽

10.1016/j.compchemeng.2020.107204 ◽

2021 ◽

Vol 146 ◽

pp. 107204

Author(s):

Lukas Scheffold ◽

Tiago Finkler ◽

Uwe Piechottka

Keyword(s):

Model Predictive Control ◽

Predictive Control ◽

Nonlinear Model ◽

System Modeling ◽

Symbolic Regression ◽

Nonlinear Model Predictive Control

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Sensitivity-Assisted Multistage Nonlinear Model Predictive Control: Robustness, Stability and Computational Efficiency

Computers & Chemical Engineering ◽

10.1016/j.compchemeng.2021.107269 ◽

2021 ◽

pp. 107269

Author(s):

Mandar Thombre ◽

Zhou (Joyce) Yu ◽

Johannes Jäschke ◽

Lorenz T. Biegler

Keyword(s):

Model Predictive Control ◽

Predictive Control ◽

Nonlinear Model ◽

Computational Efficiency ◽

Nonlinear Model Predictive Control ◽

Control Robustness

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A perspective on nonlinear model predictive control

Korean Journal of Chemical Engineering ◽

10.1007/s11814-021-0791-7 ◽

2021 ◽

Author(s):

Lorenz Theodor Biegler

Keyword(s):

Model Predictive Control ◽

Predictive Control ◽

Nonlinear Model ◽

Nonlinear Model Predictive Control

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Nonlinear Model Predictive Control for Path Tracking Using Discrete Previewed Points

2020 IEEE 23rd International Conference on Intelligent Transportation Systems (ITSC) ◽

10.1109/itsc45102.2020.9294173 ◽

2020 ◽

Author(s):

Chong Yin ◽

Biao Xu ◽

Xiaolong Chen ◽

Zhaobo Qin ◽

Yougang Bian ◽

...

Keyword(s):

Model Predictive Control ◽

Predictive Control ◽

Nonlinear Model ◽

Path Tracking ◽

Nonlinear Model Predictive Control

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