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Learning for MPC with Stability & Safety Guarantees
v1v2 (latest)

Learning for MPC with Stability & Safety Guarantees

14 December 2020
S. Gros
Mario Zanon
ArXiv (abs)PDFHTML

Papers citing "Learning for MPC with Stability & Safety Guarantees"

7 / 7 papers shown
Differentiable Nonlinear Model Predictive Control
Differentiable Nonlinear Model Predictive Control
Jonathan Frey
Katrin Baumgärtner
G. Frison
D. Reinhardt
Jasper Hoffmann
Leonard Fichtner
S. Gros
Moritz Diehl
458
8
0
02 May 2025
Synthesis of Model Predictive Control and Reinforcement Learning: Survey and Classification
Synthesis of Model Predictive Control and Reinforcement Learning: Survey and Classification
Rudolf Reiter
Jasper Hoffmann
D. Reinhardt
Florian Messerer
Katrin Baumgärtner
Shamburaj Sawant
Joschka Boedecker
Moritz Diehl
S. Gros
412
25
0
04 Feb 2025
Integrating Reinforcement Learning and Model Predictive Control with Applications to Microgrids
Integrating Reinforcement Learning and Model Predictive Control with Applications to Microgrids
Caio Fabio Oliveira da Silva
Azita Dabiri
B. de Schutter
424
6
0
17 Sep 2024
GenSafe: A Generalizable Safety Enhancer for Safe Reinforcement Learning Algorithms Based on Reduced Order Markov Decision Process Model
GenSafe: A Generalizable Safety Enhancer for Safe Reinforcement Learning Algorithms Based on Reduced Order Markov Decision Process Model
Zhehua Zhou
Xuan Xie
Yuheng Huang
Zhan Shu
Lei Ma
472
2
0
06 Jun 2024
Model Predictive Control and Reinforcement Learning: A Unified Framework
  Based on Dynamic Programming
Model Predictive Control and Reinforcement Learning: A Unified Framework Based on Dynamic Programming
Dimitri Bertsekas
417
22
0
02 Jun 2024
Reinforcement Learning with Model Predictive Control for Highway Ramp Metering
Reinforcement Learning with Model Predictive Control for Highway Ramp Metering
Filippo Airaldi
B. de Schutter
Azita Dabiri
449
13
0
15 Nov 2023
Stabilizing reinforcement learning control: A modular framework for
  optimizing over all stable behavior
Stabilizing reinforcement learning control: A modular framework for optimizing over all stable behavior
Nathan P. Lawrence
Philip D. Loewen
Shuyuan Wang
M. Forbes
R. Bhushan Gopaluni
280
6
0
21 Oct 2023
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