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DonkeyCar RL - Hyperparameters Study

Created on April 11|Last edited on February 1


Comparing with/without history


50k100k150k200k250k300kTimesteps10000200003000040000Mean Episodic Return
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2


Comparing Different Max Steering



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3


Comparing different throttle limits



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4


Comparing different max cross track error (CTE)


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5


Comparing with/without continuity cost


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3


Comparing with different discount factors (gamma)



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3


Comparing exploration noise


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2


Comparing neural network size

TODO:
  • comparing with more critics (1 vs 2 vs 5)

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3


Comparing Algorithms


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1


Comparing with and without autoencoder

need to reduce buffer size