I want to develop an RL-based traffic signal controller. Following are the relevant details.

Training environment: Isolated intersection in Vissim 8.00

Language: python

RL libraries: pytorch

RL algorithm: DQL

I'm using 'com' interface for controlling Vissim. I'm interested in knowing the best way to tune hyperparameters. I know libraries such as 'Ray' and 'Optuna', which are great for tuning hyperparameters. But I'm finding it hard to use them along with Vissim training environment. I get a vissim dispatch error. I think this error is caused by the fact that, at a time, my institute vissim license allows only four instances of vissim.

Any suggestions on this matter are greatly appreciated. Please feel free to contact me for any clarification on the question.

Thanks a lot!

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