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cernewein / multi-building-rl Goto Github PK

Python 1.15% Jupyter Notebook 98.83% Shell 0.02%

reinforcement-learning deep-q-network demand-response multi-agent-reinforcement-learning deep-reinforcement-learning

multi-building-rl's Introduction

Hi there, I'm Cédric 👋

I'm a Operations Research Engineer/Data Scientist working for Smart Grid Energy, a leading provider of flexibility for the french electricity grid. I graduated from both Centrale Lyon (France) and DTU (Denmark) with a focus on both Data Science/AI and Optimization. I have a strong interest in Programming, Data Science and Engineering problems.

I have experience applying ML/DL models to the electricity grid and especially to demand response as I have written my master thesis about Deep Reinforcement Learning for demand side management of building energy consumption. You can find a short paper highlighting the most important results here.

🌱 I’m currently learning about test-driven development and python type hints
👯 I’m looking to collaborate on open source Python/R projects, especially related to ML/DL and Electricity
📫 Feel free to reach out to me on Linkedin

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multi-building-rl's Issues

Need files/modules of Brain_19 & Brain19_5

Hello Author,
Greetings!

         I was going through the code and in environment.py module, i have found two directories links for Brain_19 and Brain19_5, whose files are not existed in the Repo. Could you please help share the same.

For easy ref: I looking for -

data/environment/heating-RL-agentDDPG-1h-19_more_responsive.pt
data/environment/heating-RL-agentDDPG-1h-19.5_more_responsive.pt

Could you please help me understand

Hi,

Is the Red trend/graph refers to Total Load? if so, how Total load trend is going to be -ve 2 or -ve -1..And how the excess load (dotted) is also -ve in this case following Total load. And why only 5 as the threshold..

n_actions=12

Can i have detailed explaination of why 12 actions only - i mean, we can set price list as we wish. And also, how these 12 actions are impacting multiple buildings, say 10 buildings in this repo. Will 12 actions hit each of the buildings simultaneously or 1 action per building or a combination of actions per building..

Difference between Brain_19 & Brain_19_5

Hi Cernewein,
Greetings!
Could you please share details what these 19 and 19_5 refers to. I undersatnd that these are Agents but want to know why 19 and 19_5 only?

          Appreciate your support.

Thanks..

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