Nonlinear model predictive control based on support vector regression

Proceedings. International Conference on Machine Learning and Cybernetics ◽

10.1109/icmlc.2002.1167494 ◽

2003 ◽

Author(s):

Qi Miao ◽

Shi-Fu Wang

Keyword(s):

Model Predictive Control ◽

Support Vector Regression ◽

Predictive Control ◽

Nonlinear Model ◽

Nonlinear Model Predictive Control ◽

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Support Vector Regression based Nonlinear Model Predictive Control on FPGA

10.26678/abcm.cobem2017.cob17-1772 ◽

2017 ◽

Author(s):

Carlos Eduardo Silva Santos ◽

CARLOS H Llanos ◽

Ricardo Jacobi ◽

Leandro Coelho ◽

Helon Vicente Hultmann Ayala ◽

...

Keyword(s):

Model Predictive Control ◽

Support Vector Regression ◽

Predictive Control ◽

Nonlinear Model ◽

Nonlinear Model Predictive Control ◽

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Adaptive Nonlinear Model Predictive Control Using an On-line Support Vector Regression Updating Strategy

Chinese Journal of Chemical Engineering ◽

10.1016/j.cjche.2014.05.004 ◽

2014 ◽

Vol 22 (7) ◽

pp. 774-781 ◽

Author(s):

Ping Wang ◽

Chaohe Yang ◽

Xuemin Tian ◽

Dexian Huang

Keyword(s):

Model Predictive Control ◽

Support Vector Regression ◽

Predictive Control ◽

Nonlinear Model ◽

Nonlinear Model Predictive Control ◽

Support Vector ◽

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Performance comparison of nonlinear model predictive control under Support Vector Machines and Multi-Layer Perceptrons

10.1109/cvci54083.2021.9661265 ◽

2021 ◽

Author(s):

Shen Xuyu ◽

Meng Fei ◽

Qi Shili

Keyword(s):

Support Vector Machines ◽

Model Predictive Control ◽

Predictive Control ◽

Nonlinear Model ◽

Performance Comparison ◽

Nonlinear Model Predictive Control ◽

Support Vector ◽

Vector Machines

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Output-Tracking Quantized Explicit Nonlinear Model Predictive Control Using Multiclass Support Vector Machines

IEEE Transactions on Industrial Electronics ◽

10.1109/tie.2016.2638401 ◽

2017 ◽

Vol 64 (5) ◽

pp. 4130-4138 ◽

Author(s):

Ankush Chakrabarty ◽

Gregery T. Buzzard ◽

Stanislaw H. Zak

Keyword(s):

Support Vector Machines ◽

Model Predictive Control ◽

Predictive Control ◽

Nonlinear Model ◽

Nonlinear Model Predictive Control ◽

Support Vector ◽

Output Tracking ◽

Vector Machines ◽

Multiclass Support Vector Machines

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Support Vector Machine Informed Explicit Nonlinear Model Predictive Control Using Low-Discrepancy Sequences

IEEE Transactions on Automatic Control ◽

10.1109/tac.2016.2539222 ◽

2017 ◽

Vol 62 (1) ◽

pp. 135-148 ◽

Author(s):

Ankush Chakrabarty ◽

Vu Dinh ◽

Martin J. Corless ◽

Ann E. Rundell ◽

Stanislaw H. Zak ◽

...

Keyword(s):

Support Vector Machine ◽

Model Predictive Control ◽

Predictive Control ◽

Nonlinear Model ◽

Nonlinear Model Predictive Control ◽

Support Vector ◽

Low Discrepancy Sequences

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A Nonlinear Model Predictive Control Based on NARX Model Identification using Least Squares Support Vector Machines

2006 6th World Congress on Intelligent Control and Automation ◽

10.1109/wcica.2006.1712474 ◽

2006 ◽

Author(s):

Lizhi Xiang ◽

Yuntao Shi ◽

Dongjie Gao

Keyword(s):

Support Vector Machines ◽

Model Predictive Control ◽

Least Squares ◽

Predictive Control ◽

Nonlinear Model ◽

Model Identification ◽

Nonlinear Model Predictive Control ◽

Support Vector ◽

Vector Machines ◽

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Nonlinear model predictive control with the integration of Support Vector Machine and Extremal optimization

2010 8th World Congress on Intelligent Control and Automation ◽

10.1109/wcica.2010.5553796 ◽

2010 ◽

Author(s):

Peng Chen ◽

Yong-Zai Lu

Keyword(s):

Support Vector Machine ◽

Model Predictive Control ◽

Predictive Control ◽

Nonlinear Model ◽

Nonlinear Model Predictive Control ◽

Support Vector ◽

Extremal Optimization

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Nonlinear model predictive control based on support vector machine and genetic algorithm

Chinese Journal of Chemical Engineering ◽

10.1016/j.cjche.2015.10.009 ◽

2015 ◽

Vol 23 (12) ◽

pp. 2048-2052 ◽

Author(s):

Kai Feng ◽

Jiangang Lu ◽

Jinshui Chen

Keyword(s):

Genetic Algorithm ◽

Support Vector Machine ◽

Model Predictive Control ◽

Predictive Control ◽

Nonlinear Model ◽

Nonlinear Model Predictive Control ◽

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Nonlinear Model Predictive Control Based on Support Vector Machine with Multi-kernel

Chinese Journal of Chemical Engineering ◽

10.1016/s1004-9541(07)60147-5 ◽

2007 ◽

Vol 15 (5) ◽

pp. 691-697 ◽

Author(s):

Zhejing BAO ◽

Daoying PI ◽

Youxian SUN

Keyword(s):

Support Vector Machine ◽

Model Predictive Control ◽

Predictive Control ◽

Nonlinear Model ◽

Nonlinear Model Predictive Control ◽

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Enlarging the terminal region of nonlinear model predictive control using the support vector machine method

10.1016/j.automatica.2006.02.023 ◽

2006 ◽

Vol 42 (6) ◽

pp. 1011-1016 ◽

Author(s):

C.J. Ong ◽

D. Sui ◽

E.G. Gilbert

Keyword(s):

Support Vector Machine ◽

Model Predictive Control ◽

Predictive Control ◽

Nonlinear Model ◽

Terminal Region ◽

Nonlinear Model Predictive Control ◽

Support Vector ◽

Machine Method ◽

Support Vector Machine Method

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