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docs/user_guide/quickstart.rst

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@@ -252,14 +252,17 @@ filter state estimates by incorporating both past and future measurements. In co
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standard Kalman filter algorithms produce estimates based only on past and current
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measurements, leading to suboptimal accuracy when future data is available.
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Fixed-interval smoothing
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The :class:`~smsfusion.FixedIntervalSmoother` implements fixed-interval smoothing
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for an :class:`~smsfusion.AidedINS` instance or one of its subclasses (:class:`~smsfusion.AHRS`
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or :class:`~smsfusion.VRU`). After a complete forward pass using the AINS algorithm,
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the smoother applies a backward pass using the Rauch-Tung-Striebel (RTS) algorithm [1]
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to refine the state (and covariance) estimates.
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The following example demonstrates how to use the :class:`~smsfusion.FixedIntervalSmoother`
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to refine a VRU's roll and pitch estimates when future measurements are available:
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The following example demonstrates how to refine a VRU's roll and pitch estimates
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using :class:`~smsfusion.FixedIntervalSmoother` when a fixed interval of measurements
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is available:
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.. code-block:: python
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degrees=False
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)
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roll_pitch_est = vru_smoother.smooth()[:2] # smoothed roll and pitch estimates
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roll_pitch_est = vru_smoother.smooth()[:2]
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References

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