Machine‐learning‐based construction of barrier functions and models for safe model predictive control

AIChE Journal ◽  
2021 ◽  
Author(s):  
Scarlett Chen ◽  
Zhe Wu ◽  
Panagiotis D. Christofides
Keyword(s):  
Machine Learning ◽  
Model Predictive Control ◽  
Predictive Control ◽  
Barrier Functions ◽  
Safe Model

Machine Learning Emulation of Model Predictive Control for Modular Multilevel Converters

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

Accelerating nonlinear model predictive control through machine learning

2020 ◽  
Vol 92 ◽  
pp. 261-270
Author(s):  
Yannic Vaupel ◽  
Nils C. Hamacher ◽  
Adrian Caspari ◽  
Adel Mhamdi ◽  
Ioannis G. Kevrekidis ◽  
...  
Keyword(s):  
Machine Learning ◽  
Model Predictive Control ◽  
Predictive Control ◽  
Nonlinear Model ◽  
Nonlinear Model Predictive Control
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