Multiplicative linearized Kalman Filter in quaternion formulation. More...

#include "modules/ahrs/ahrs_float_mlkf.h"
#include "modules/ahrs/ahrs_float_utils.h"
#include <string.h>
#include "math/pprz_algebra_float.h"
#include "math/pprz_algebra_int.h"
#include "math/pprz_simple_matrix.h"
#include "generated/airframe.h"

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Macros
#define	AHRS_MAG_NOISE_X 0.2

#define	AHRS_MAG_NOISE_Y 0.2

#define	AHRS_MAG_NOISE_Z 0.2

Functions
static void	propagate_ref (struct FloatRates *gyro, float dt)

static void	propagate_state (float dt)
	Progagate filter's covariance We don't propagate state as we assume to have reseted. More...

static void	update_state (const struct FloatVect3 i_expected, struct FloatVect3 b_measured, struct FloatVect3 *noise)
	Incorporate one 3D vector measurement. More...

static void	update_state_heading (const struct FloatVect3 i_expected, struct FloatVect3 b_measured, struct FloatVect3 *noise)
	Incorporate one 3D vector measurement, only correcting heading. More...

static void	reset_state (void)
	Incorporate errors to reference and zeros state. More...

void	ahrs_mlkf_init (void)

bool	ahrs_mlkf_align (struct FloatRates lp_gyro, struct FloatVect3 lp_accel, struct FloatVect3 *lp_mag)

void	ahrs_mlkf_propagate (struct FloatRates *gyro, float dt)

void	ahrs_mlkf_update_accel (struct FloatVect3 *accel)

void	ahrs_mlkf_update_mag (struct FloatVect3 *mag)

void	ahrs_mlkf_update_mag_2d (struct FloatVect3 *mag)

void	ahrs_mlkf_update_mag_full (struct FloatVect3 *mag)

Variables
struct AhrsMlkf	ahrs_mlkf

Detailed Description

Multiplicative linearized Kalman Filter in quaternion formulation.

Estimate the attitude, heading and gyro bias.

Definition in file ahrs_float_mlkf.c.

Macro Definition Documentation

◆ AHRS_MAG_NOISE_X

#define AHRS_MAG_NOISE_X 0.2

Definition at line 44 of file ahrs_float_mlkf.c.

◆ AHRS_MAG_NOISE_Y

#define AHRS_MAG_NOISE_Y 0.2

Definition at line 45 of file ahrs_float_mlkf.c.

◆ AHRS_MAG_NOISE_Z

#define AHRS_MAG_NOISE_Z 0.2

Definition at line 46 of file ahrs_float_mlkf.c.

Function Documentation

◆ ahrs_mlkf_align()

bool ahrs_mlkf_align	(	struct FloatRates *	lp_gyro,
		struct FloatVect3 *	lp_accel,
		struct FloatVect3 *	lp_mag
	)

Definition at line 91 of file ahrs_float_mlkf.c.

References ahrs_float_get_quat_from_accel_mag(), ahrs_mlkf, AhrsMlkf::gyro_bias, AhrsMlkf::is_aligned, AhrsMlkf::lp_accel, and AhrsMlkf::ltp_to_body_quat.

Referenced by aligner_cb().

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◆ ahrs_mlkf_init()

void ahrs_mlkf_init ( void )

Definition at line 62 of file ahrs_float_mlkf.c.

References AHRS_MAG_NOISE_X, AHRS_MAG_NOISE_Y, AHRS_MAG_NOISE_Z, ahrs_mlkf, AhrsMlkf::body_rate, float_quat_identity(), FLOAT_RATES_ZERO, AhrsMlkf::gyro_bias, AhrsMlkf::is_aligned, AhrsMlkf::ltp_to_body_quat, AhrsMlkf::mag_h, AhrsMlkf::mag_noise, AhrsMlkf::P, and VECT3_ASSIGN.

Referenced by ahrs_mlkf_wrapper_init().

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◆ ahrs_mlkf_propagate()

void ahrs_mlkf_propagate	(	struct FloatRates *	gyro,
		float	dt
	)

Definition at line 106 of file ahrs_float_mlkf.c.

References propagate_ref(), and propagate_state().

Referenced by gyro_cb().

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◆ ahrs_mlkf_update_accel()

void ahrs_mlkf_update_accel ( struct FloatVect3 * accel )

Definition at line 112 of file ahrs_float_mlkf.c.

References ahrs_mlkf, alpha, dn, float_vect3_norm(), AhrsMlkf::lp_accel, reset_state(), and update_state().

Referenced by accel_cb().

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◆ ahrs_mlkf_update_mag()

void ahrs_mlkf_update_mag ( struct FloatVect3 * mag )

Definition at line 125 of file ahrs_float_mlkf.c.

References ahrs_mlkf_update_mag_2d(), and ahrs_mlkf_update_mag_full().

Referenced by mag_cb().

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◆ ahrs_mlkf_update_mag_2d()

void ahrs_mlkf_update_mag_2d ( struct FloatVect3 * mag )

Definition at line 134 of file ahrs_float_mlkf.c.

References ahrs_mlkf, AhrsMlkf::mag_h, AhrsMlkf::mag_noise, reset_state(), and update_state_heading().

Referenced by ahrs_mlkf_update_mag().

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◆ ahrs_mlkf_update_mag_full()

void ahrs_mlkf_update_mag_full ( struct FloatVect3 * mag )

Definition at line 140 of file ahrs_float_mlkf.c.

References ahrs_mlkf, AhrsMlkf::mag_h, AhrsMlkf::mag_noise, reset_state(), and update_state().

Referenced by ahrs_mlkf_update_mag().

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◆ propagate_ref()

static void propagate_ref	(	struct FloatRates *	gyro,
		float	dt
	)

inlinestatic

Definition at line 147 of file ahrs_float_mlkf.c.

References ahrs_mlkf, alpha, AhrsMlkf::body_rate, float_quat_integrate(), FLOAT_RATES_LIN_CMB, AhrsMlkf::gyro_bias, AhrsMlkf::ltp_to_body_quat, RATES_COPY, and RATES_SUB.

Referenced by ahrs_mlkf_propagate().

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◆ propagate_state()

static void propagate_state ( float dt )

inlinestatic

Progagate filter's covariance We don't propagate state as we assume to have reseted.

Definition at line 172 of file ahrs_float_mlkf.c.

References ahrs_mlkf, AhrsMlkf::body_rate, MAT_MUL, MAT_MUL_T, FloatRates::p, AhrsMlkf::P, FloatRates::q, and FloatRates::r.

Referenced by ahrs_mlkf_propagate().

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◆ reset_state()

static void reset_state ( void )

inlinestatic

Incorporate errors to reference and zeros state.

Definition at line 341 of file ahrs_float_mlkf.c.

References ahrs_mlkf, float_quat_comp(), float_quat_identity(), float_quat_normalize(), AhrsMlkf::gibbs_cor, AhrsMlkf::ltp_to_body_quat, and FloatQuat::qi.

Referenced by ahrs_mlkf_update_accel(), ahrs_mlkf_update_mag_2d(), and ahrs_mlkf_update_mag_full().

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◆ update_state()

static void update_state	(	const struct FloatVect3 *	i_expected,
		struct FloatVect3 *	b_measured,
		struct FloatVect3 *	noise
	)

inlinestatic

Incorporate one 3D vector measurement.

Parameters

i_expected	expected 3d vector in inertial frame
b_measured	measured 3d vector in body/imu frame
noise	measurement noise vector (diagonal of covariance)

Definition at line 206 of file ahrs_float_mlkf.c.

References ahrs_mlkf, float_quat_vmult(), AhrsMlkf::gibbs_cor, AhrsMlkf::gyro_bias, H, K, AhrsMlkf::ltp_to_body_quat, MAT_INV33, MAT_MUL, MAT_MUL_T, MAT_SUB, FloatRates::p, AhrsMlkf::P, FloatRates::q, FloatQuat::qx, FloatQuat::qy, FloatQuat::qz, FloatRates::r, VECT3_DIFF, FloatVect3::x, FloatVect3::y, and FloatVect3::z.

Referenced by ahrs_mlkf_update_accel(), and ahrs_mlkf_update_mag_full().

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◆ update_state_heading()

static void update_state_heading	(	const struct FloatVect3 *	i_expected,
		struct FloatVect3 *	b_measured,
		struct FloatVect3 *	noise
	)

inlinestatic

Incorporate one 3D vector measurement, only correcting heading.

Parameters

i_expected	expected 3d vector in inertial frame
b_measured	measured 3d vector in body/imu frame
noise	measurement noise vector (diagonal of covariance) TODO: optimize

Definition at line 274 of file ahrs_float_mlkf.c.

References ahrs_mlkf, float_quat_vmult(), AhrsMlkf::gibbs_cor, AhrsMlkf::gyro_bias, H, K, AhrsMlkf::ltp_to_body_quat, MAT_INV33, MAT_MUL, MAT_MUL_T, MAT_SUB, FloatRates::p, AhrsMlkf::P, FloatRates::q, FloatQuat::qx, FloatQuat::qy, FloatQuat::qz, FloatRates::r, VECT3_DIFF, FloatVect3::x, FloatVect3::y, and FloatVect3::z.

Referenced by ahrs_mlkf_update_mag_2d().

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Variable Documentation

◆ ahrs_mlkf

struct AhrsMlkf ahrs_mlkf

Definition at line 57 of file ahrs_float_mlkf.c.

Referenced by accel_cb(), ahrs_mlkf_align(), ahrs_mlkf_init(), ahrs_mlkf_update_accel(), ahrs_mlkf_update_mag_2d(), ahrs_mlkf_update_mag_full(), aligner_cb(), geo_mag_cb(), gyro_cb(), mag_cb(), propagate_ref(), propagate_state(), reset_state(), send_bias(), send_euler(), send_filter_status(), send_geo_mag(), set_body_state_from_quat(), update_state(), and update_state_heading().

Macros

Functions

Variables

Detailed Description

Macro Definition Documentation

◆ AHRS_MAG_NOISE_X

◆ AHRS_MAG_NOISE_Y

◆ AHRS_MAG_NOISE_Z

Function Documentation

◆ ahrs_mlkf_align()

◆ ahrs_mlkf_init()

◆ ahrs_mlkf_propagate()

◆ ahrs_mlkf_update_accel()

◆ ahrs_mlkf_update_mag()

◆ ahrs_mlkf_update_mag_2d()

◆ ahrs_mlkf_update_mag_full()

◆ propagate_ref()

◆ propagate_state()

◆ reset_state()

◆ update_state()

◆ update_state_heading()

Variable Documentation

◆ ahrs_mlkf