I am going to treat in a lecture the application of deep reinforcement learning for the optimal control of physical processes. Therefore, I am looking for the best references. Besides the classics on reinforcement learning (like Sutton and Barto), I am using for example the book by Bertsekas "Reinforcement Learning and Optimal Control". What other recommended references are there?
Are there any recommended publications that discuss the advantages and disadvantages of deep reinforcement learning and learning-based model predictive control in this field?
Dear Günther Waxenegger-Wilfing,
I suggest you to see links and attached files on topic.
https://www.mdpi.com/2227-7390/8/10/1640/pdf
https://web.stanford.edu/class/psych209/Readings/SuttonBartoIPRLBook2ndEd.pdf
https://arxiv.org/pdf/1811.12560.pdf
Article Reinforcement learning for optimal control of low exergy buildings
Best regards
Dear Günther Waxenegger-Wilfing,
You are addressing an important and exciting topic. I will gradually add to my contributions.
First, here is an example of how Deep RL can be used for the longitudinal control of vehicles: Preprint LongiControl: A Reinforcement Learning Environment for Longi...
And here how the RL controls can be interpreted: Conference Paper Explainable Reinforcement Learning for Longitudinal Control
Kind regards
Hi this beautiful choesshen is pending too control power supply seystem
https://www.mathworks.com/help/reinforcement-learning/ug/create-simulink-environments-for-reinforcement-learning.html
in Simulink are examples and theory
Sebastian Gros is doing research on Reinforcement Learning and optimal control.
https://www.researchgate.net/project/Reinforcement-Learning-based-on-MPC
Hi,
Here are some references related to MPC with DML applied to physical systems.
https://www.ifac2020.org/program/workshops/machine-learning-meets-model-based-control/
http://proceedings.mlr.press/v120/karnchanachari20a/karnchanachari20a.pdf
http://dysco.imtlucca.it/mpc-cdc19/
https://www.scitepress.org/Papers/2019/75203/75203.pdf
https://arxiv.org/pdf/1906.04005.pdf
Preprint Combining Reinforcement Learning with Model Predictive Contr...
Article Relations between Model Predictive Control and Reinforcement Learning
Best regards
- Badges
- Science topic
- Similar topics
- Books