How do I simulate a microgrid to which is applied reinforcement learning using Simulink and Simscape?

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Flavio Clarizia 2020-4-18

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评论： Karim Darwich 2024-7-11

采纳的回答： Tony Lennon

I have to simuate using Simulink and Simscape a microgrid to which is applied reinforcment learning. I am having troubles on finding a starting point to this since it is a new field and I don't find some examples on this topic.

I am trying to take inspiration from the following paper: https://www.researchgate.net/publication/326808045_Reinforcement_Learning_Based_Energy_Management_Algorithm_for_Smart_Energy_Buildings but I don't have to simulate this, I am just using it as a guideline to follow.

I have found some videos made by Mathworks on how to build a microgrid, but they use some blocks the have build and that are not on the blockset, and moreover I don't know hot to apply reinforcment learning to the microgrid.

Can somebody help me understand how to operate and/or link me some material that can help me understand how to do this simulation using Simulink and Simscape?

Thanks in advance.

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Karim Darwich 2024-7-11

@Flavio Clarizia Were you able to slove your problem ? I have exactly the same problem.

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Tony Lennon 2020-4-20

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I'll pass this along to some people who work in reinforcment learning. In the meantime, may I suggest that you look at these resources?

EBook and Videos

Reinforcement Learning Toolbox

Use Simulink and Simscape™ models to represent an environment. Specify the observation, action, and reward signals within the model.

Create Simulink Environments for Reinforcement Learning

Load Predefined Simulink Environments

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mary 2020-11-15

Have you find anything new i am stuck the same place?!

Flavio Clarizia 2020-11-21

Hi, I don't think there is something, but i was looking more for a guide to follow for starting.

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Zeyue Sun 2022-8-27

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Hi Flavio,

I have the same question as you do. Do you konw how to apply DQN on battery energy management system?

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Flavio Clarizia 2022-8-29

Hi, sorry I don't know how to do it. I haven't been working on this topic for a while.

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