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Armandpl
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code I wrote to win the 2023 Renault Digital 1/10th roborace
https://twitter.com/armand_dpl/status/1670922434445291521
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execute trajectories
#12
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Armandpl
opened
1 year ago
Armandpl
commented
1 year ago
stanley controller?
gain scheduling?
calibrate cam?
calibration rig? relative to car axles? then we'll know relative to center of mass
Armandpl
commented
1 year ago
alright there are multiples ways to go:
geometric controllers (stanley/purepursuit): stanley looks like it could work with a bit more tuning
but it's not robust in any way
Model- and Acceleration-based Pursuit Controller for High-Performance Autonomous Racing
no idea if this works but its well sold and there is code
they claim it's between mpc and geometric methods, good performances but inexpensive and easy to implement
main advantage is they take into account tire slip, idk if we need to in our case?
they also do some system id, might look into that
maybe there exist other controllers like the one above?
do some system id on our system, retrain rl, have the neural net output steering for each step
scale the steering and voila? depends on the accuracy of the model
could try it before the system id though
should we model ackerman steering?
bite the bullet an implement a mpc controller