11#include <rclcpp/rclcpp.hpp>
24 template <
int n_states,
int n_inputs,
int n_measurements>
29 static const int n = n_states;
30 static const int m = n_inputs;
31 static const int p = n_measurements;
33 typedef Eigen::Matrix<double, n, 1>
x_t;
34 typedef Eigen::Matrix<double, m, 1>
u_t;
35 typedef Eigen::Matrix<double, p, 1>
z_t;
37 typedef Eigen::Matrix<double, n, n>
P_t;
38 typedef Eigen::Matrix<double, p, p>
R_t;
39 typedef Eigen::Matrix<double, n, n>
Q_t;
50 rclcpp::Time stamp = rclcpp::Time(0);
This abstract class defines common interfaces and types for a generic Kalman filter.
Definition kalman_filter.h:26
Eigen::Matrix< double, p, 1 > z_t
Measurement vector type .
Definition kalman_filter.h:35
Eigen::Matrix< double, p, p > R_t
Measurement noise covariance matrix type .
Definition kalman_filter.h:38
static const int n
Length of the state vector of the system.
Definition kalman_filter.h:29
static const int m
Length of the input vector of the system.
Definition kalman_filter.h:30
Eigen::Matrix< double, n, 1 > x_t
State vector type .
Definition kalman_filter.h:33
virtual statecov_t correct(const statecov_t &sc, const z_t &z, const R_t &R) const =0
Applies the correction (update, measurement, data) step of the Kalman filter.
static const int p
Length of the measurement vector of the system.
Definition kalman_filter.h:31
virtual statecov_t predict(const statecov_t &sc, const u_t &u, const Q_t &Q, double dt) const =0
Applies the prediction (time) step of the Kalman filter.
Eigen::Matrix< double, n, n > P_t
State uncertainty covariance matrix type .
Definition kalman_filter.h:37
Eigen::Matrix< double, n, n > Q_t
Process noise covariance matrix type .
Definition kalman_filter.h:39
Eigen::Matrix< double, m, 1 > u_t
Input vector type .
Definition kalman_filter.h:34
All mrs_lib functions, classes, variables and definitions are contained in this namespace.
Definition attitude_converter.h:24
Helper struct for passing around the state and its covariance in one variable.
Definition kalman_filter.h:47
x_t x
State vector.
Definition kalman_filter.h:48
P_t P
State covariance matrix.
Definition kalman_filter.h:49