matval / wayfaster

MIT License
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About dataset generation #2

Closed Seongwoo-Moon closed 2 weeks ago

Seongwoo-Moon commented 2 weeks ago

Your research was very interesting. I would like to know how you generate the dataset and how to estimate mu and nu using MHE, if possible. Thank you!

matval commented 2 weeks ago

Hi @Seongwoo-Moon, I'm glad you found our research interesting!

We estimate the traversability coefficients $\mu$ and $\nu$ using the CasADi library for optimization. In our implementation, we use the MHE approach to optimize the cost function described in our paper here. During this process, $\mu$ and $\nu$ are held constant over a short horizon.

For our experiments, we set the horizon length $N$ to 8 and the time step to 0.5 seconds. The MHE algorithm fuses GPS measurements and control commands to estimate the traversability parameters and state values effectively.

If you have any more questions or need further details, feel free to ask!

Seongwoo-Moon commented 2 weeks ago

Thank you for your detail explanation!!! I am looking forward to your upcoming research