Hello everybody,
I was going to develop a reinforcement learning algorithm for railway traffic rescheduling. For the evaluation purposes I am going to use some simulators like OpenTrack. But I am really not sure now that it is possible or not to evaluate my model using OpenTrack. If anyone has experience on it could you share your opinions about it.
What kind of railway traffic simulators would you recommend to evaluate reinforcement learning algorithms?
Thank you in advance!!!
This paper describes a high-performance simulator that represents and simulates the railway infrastructure and the dynamics of train traffic.
Preprint Flatland-RL : Multi-Agent Reinforcement Learning on Trains
Dear Yakhyokhuja Valikhujaev . See the following useful RG links: Article Intelligent Train Operation Algorithms for Subway by Expert ...
https://arxiv.org/pdf/2003.03327
Kindly see also the following useful RG links: https://www.ijcai.org/proceedings/2021/0519.pdf
https://ieeexplore.ieee.org/document/8569419
António Brandão , Aref Wazwaz. Thanks for your replies. I will take a look to these references.
You are most welcome dear Yakhyokhuja Valikhujaev . Wish you the best always
António Brandão , I think FlatLand is really difficult to design real-world railway networks. Isn't it? I read OpenTrack has an API but I am not really sure is it applicable to test new methods using that API.
Yes. It is difficult to design real-world railway networks. It is a framework to investigate the vehicle rescheduling problem (VRSP) for railway networks.
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