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A couple of options:

Trigger Rally: This is available as a nodejs/javascript version (arguably the most advanced):

https://github.com/CodeArtemis/TriggerRally

There is also a native Linux version (check your repo - also here: http://trigger-rally.sourceforge.net/).

There are other racing game simulators available for Linux - TORCS (The Open Racing Car Simulator) is another:

http://torcs.sourceforge.net/

Udacity - as part of the Self-Driving Car Engineer Nanodegree, also open-sourced their driving simulator (I posted this link elsewhere):

https://github.com/udacity/self-driving-car-sim

I used it in the first term to implement a version of NVidia's End-to-End CNN (https://images.nvidia.com/content/tegra/automotive/images/20...). Something I ran into with the simulator, which may apply to other simulators (though I've played Trigger Rally before with keyboard only and no problems) is that joysticks were really touchy (major fast acceleration on movement of sticks, and no way to really adjust it easily under Linux - which was kinda a disappointment to see - I could do some adjustment, but nothing like what is available on Windows); I found that using a steering wheel controller worked best.




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