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Module kalman

Module kalman 

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Linear / Extended Kalman filtering, RTS smoothing, EM parameter learning, Unscented Kalman Filter, and Particle Filter.

Re-exports§

pub use ekf::ExtendedKalmanFilter;
pub use ekf::ExtendedKalmanResult;
pub use kalman_em::KalmanEmConfig;
pub use kalman_em::kalman_em;
pub use kalman_filter::KalmanFilter;
pub use kalman_filter::KalmanResult;
pub use particle::ParticleConfig;
pub use particle::ParticleFilter;
pub use particle::ParticleResult;
pub use rts_smoother::RtsResult;
pub use rts_smoother::rts_smoother;
pub use ukf::UkfParams;
pub use ukf::UkfResult;
pub use ukf::UnscentedKalmanFilter;

Modules§

ekf
Extended Kalman Filter with closure-provided non-linear dynamics and Jacobians.
kalman_em
EM (Shumway-Stoffer) parameter learning for the linear Gaussian state-space model.
kalman_filter
Linear Kalman filter.
linalg
Tiny dense linear-algebra helpers for Kalman filtering.
particle
Particle filter (SIR — Sequential Importance Resampling).
rts_smoother
Rauch-Tung-Striebel (RTS) backward smoother.
ukf
Unscented Kalman Filter (Julier & Uhlmann 1997 / Wan & van der Merwe 2000).