Validation gate
Source: SLAM for Dummies
An observed landmark is associated to a landmark if the following holds
$$ \begin{aligned} v_i^T S_i^{-1} v_i \leq \lambda \end{aligned} $$
$v$ | innovation |
$S$ | innovation covariance |
The validation gate makes use of the fact that the EKF implementation gives a bound on the uncertainty of an observation of a landmark .
- Is an observed LM a LM in the database?
- Check if the observed LM lies within the area of uncertainty
- Can usually be shown in a graphic (error ellipse)