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More flexible noise in UKF #115

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baggepinnen opened this issue Sep 8, 2023 · 1 comment · Fixed by #154
Closed

More flexible noise in UKF #115

baggepinnen opened this issue Sep 8, 2023 · 1 comment · Fixed by #154

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@baggepinnen
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It would be nice to have a version of the UKF that can handle dynamics on the form $f(x, u, w, p, t)$ where both $w$ and uncertainty in $p$ are treated by creating sigmapoints for $[x, w, p]$ instead of just adding $R_1$ after the propagation of sigmapoints based on $x$ only.

This would allow modeling non-additive noise as well as uncertain parameters. It's unclear if using this to model uncertain parameters would offer any improvement over adding the uncertain parameter as a state to be estimated, but it would be useful for the non-additive noise.

@baggepinnen
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baggepinnen commented Nov 13, 2024

This is added in

In this PR, the dynamics noise $w$ is not restricted to be of the same dimension as $x$, and one can thus treat uncertainty in $p$ as noise inputs added to $w$.

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