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Reinforcement Learning for Mixed-Integer Problems Based on MPC

Reinforcement Learning for Mixed-Integer Problems Based on MPC

3 April 2020
S. Gros
Mario Zanon
ArXiv (abs)PDFHTML

Papers citing "Reinforcement Learning for Mixed-Integer Problems Based on MPC"

8 / 8 papers shown
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
382
22
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
408
6
0
17 Sep 2024
Adaptive Stochastic Nonlinear Model Predictive Control with Look-ahead
  Deep Reinforcement Learning for Autonomous Vehicle Motion Control
Adaptive Stochastic Nonlinear Model Predictive Control with Look-ahead Deep Reinforcement Learning for Autonomous Vehicle Motion Control
Baha Zarrouki
Chenyang Wang
Johannes Betz
181
5
0
07 Nov 2023
GRiD: GPU-Accelerated Rigid Body Dynamics with Analytical Gradients
GRiD: GPU-Accelerated Rigid Body Dynamics with Analytical Gradients
Brian Plancher
Sabrina M. Neuman
Radhika Ghosal
S. Kuindersma
Vijay Janapa Reddi
AI4CEPINN
286
22
0
14 Sep 2021
Regret Analysis of Learning-Based MPC with Partially-Unknown Cost
  Function
Regret Analysis of Learning-Based MPC with Partially-Unknown Cost FunctionIEEE Transactions on Automatic Control (IEEE TAC), 2021
Ilgin Dogan
Z. Shen
A. Aswani
327
12
0
04 Aug 2021
Approximate Robust NMPC using Reinforcement Learning
Approximate Robust NMPC using Reinforcement LearningEuropean Control Conference (ECC), 2021
H. Esfahani
Arash Bahari Kordabad
S. Gros
92
12
0
06 Apr 2021
MPC-based Reinforcement Learning for Economic Problems with Application
  to Battery Storage
MPC-based Reinforcement Learning for Economic Problems with Application to Battery StorageEuropean Control Conference (ECC), 2021
Arash Bahari Kordabad
W. Cai
S. Gros
120
31
0
06 Apr 2021
Stability-Constrained Markov Decision Processes Using MPC
Stability-Constrained Markov Decision Processes Using MPC
Mario Zanon
S. Gros
M. Palladino
116
17
0
02 Feb 2021
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