forked from Archive/PX4-Autopilot
commit
4edb6ce76b
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@ -1,6 +1,6 @@
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/****************************************************************************
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*
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* Copyright (C) 2012 PX4 Development Team. All rights reserved.
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* Copyright (c) 2012, 2013 PX4 Development Team. All rights reserved.
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*
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* Redistribution and use in source and binary forms, with or without
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* modification, are permitted provided that the following conditions
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@ -40,6 +40,7 @@
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#include <poll.h>
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#include "KalmanNav.hpp"
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#include <systemlib/err.h>
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// constants
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// Titterton pg. 52
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@ -58,14 +59,17 @@ KalmanNav::KalmanNav(SuperBlock *parent, const char *name) :
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P0(9, 9),
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V(6, 6),
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// attitude measurement ekf matrices
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HAtt(6, 9),
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RAtt(6, 6),
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HAtt(4, 9),
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RAtt(4, 4),
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// position measurement ekf matrices
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HPos(6, 9),
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RPos(6, 6),
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// attitude representations
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C_nb(),
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q(),
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_accel_sub(-1),
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_gyro_sub(-1),
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_mag_sub(-1),
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// subscriptions
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_sensors(&getSubscriptions(), ORB_ID(sensor_combined), 5), // limit to 200 Hz
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_gps(&getSubscriptions(), ORB_ID(vehicle_gps_position), 100), // limit to 10 Hz
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@ -123,8 +127,19 @@ KalmanNav::KalmanNav(SuperBlock *parent, const char *name) :
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lon = 0.0f;
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alt = 0.0f;
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// initialize quaternions
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q = Quaternion(EulerAngles(phi, theta, psi));
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// gyro, accel and mag subscriptions
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_gyro_sub = orb_subscribe(ORB_ID(sensor_gyro));
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_accel_sub = orb_subscribe(ORB_ID(sensor_accel));
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_mag_sub = orb_subscribe(ORB_ID(sensor_mag));
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struct accel_report accel;
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orb_copy(ORB_ID(sensor_accel), _accel_sub, &accel);
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struct mag_report mag;
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orb_copy(ORB_ID(sensor_mag), _mag_sub, &mag);
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// initialize rotation quaternion with a single raw sensor measurement
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q = init(accel.x, accel.y, accel.z, mag.x, mag.y, mag.z);
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// initialize dcm
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C_nb = Dcm(q);
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@ -141,6 +156,45 @@ KalmanNav::KalmanNav(SuperBlock *parent, const char *name) :
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updateParams();
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}
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math::Quaternion KalmanNav::init(float ax, float ay, float az, float mx, float my, float mz)
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{
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float initialRoll, initialPitch;
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float cosRoll, sinRoll, cosPitch, sinPitch;
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float magX, magY;
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float initialHdg, cosHeading, sinHeading;
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initialRoll = atan2(-ay, -az);
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initialPitch = atan2(ax, -az);
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cosRoll = cosf(initialRoll);
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sinRoll = sinf(initialRoll);
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cosPitch = cosf(initialPitch);
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sinPitch = sinf(initialPitch);
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magX = mx * cosPitch + my * sinRoll * sinPitch + mz * cosRoll * sinPitch;
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magY = my * cosRoll - mz * sinRoll;
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initialHdg = atan2f(-magY, magX);
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cosRoll = cosf(initialRoll * 0.5f);
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sinRoll = sinf(initialRoll * 0.5f);
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cosPitch = cosf(initialPitch * 0.5f);
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sinPitch = sinf(initialPitch * 0.5f);
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cosHeading = cosf(initialHdg * 0.5f);
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sinHeading = sinf(initialHdg * 0.5f);
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float q0 = cosRoll * cosPitch * cosHeading + sinRoll * sinPitch * sinHeading;
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float q1 = sinRoll * cosPitch * cosHeading - cosRoll * sinPitch * sinHeading;
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float q2 = cosRoll * sinPitch * cosHeading + sinRoll * cosPitch * sinHeading;
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float q3 = cosRoll * cosPitch * sinHeading - sinRoll * sinPitch * cosHeading;
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return math::Quaternion(q0, q1, q2, q3);
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}
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void KalmanNav::update()
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{
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using namespace math;
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@ -181,8 +235,8 @@ void KalmanNav::update()
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if (correctAtt() == ret_ok) _attitudeInitCounter++;
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if (_attitudeInitCounter > 100) {
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printf("[kalman_demo] initialized EKF attitude\n");
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printf("phi: %8.4f, theta: %8.4f, psi: %8.4f\n",
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warnx("initialized EKF attitude\n");
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warnx("phi: %8.4f, theta: %8.4f, psi: %8.4f\n",
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double(phi), double(theta), double(psi));
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_attitudeInitialized = true;
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}
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@ -202,8 +256,8 @@ void KalmanNav::update()
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setLonDegE7(_gps.lon);
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setAltE3(_gps.alt);
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_positionInitialized = true;
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printf("[kalman_demo] initialized EKF state with GPS\n");
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printf("vN: %8.4f, vE: %8.4f, vD: %8.4f, lat: %8.4f, lon: %8.4f, alt: %8.4f\n",
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warnx("initialized EKF state with GPS\n");
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warnx("vN: %8.4f, vE: %8.4f, vD: %8.4f, lat: %8.4f, lon: %8.4f, alt: %8.4f\n",
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double(vN), double(vE), double(vD),
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lat, lon, alt);
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}
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@ -233,7 +287,7 @@ void KalmanNav::update()
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// attitude correction step
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if (_attitudeInitialized // initialized
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&& sensorsUpdate // new data
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&& _sensors.timestamp - _attTimeStamp > 1e6 / 20 // 20 Hz
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&& _sensors.timestamp - _attTimeStamp > 1e6 / 50 // 50 Hz
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) {
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_attTimeStamp = _sensors.timestamp;
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correctAtt();
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@ -480,26 +534,32 @@ int KalmanNav::correctAtt()
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// trig
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float cosPhi = cosf(phi);
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float cosTheta = cosf(theta);
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float cosPsi = cosf(psi);
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// float cosPsi = cosf(psi);
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float sinPhi = sinf(phi);
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float sinTheta = sinf(theta);
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float sinPsi = sinf(psi);
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// mag measurement
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Vector3 zMag(_sensors.magnetometer_ga);
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//float magNorm = zMag.norm();
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zMag = zMag.unit();
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// float sinPsi = sinf(psi);
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// mag predicted measurement
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// choosing some typical magnetic field properties,
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// TODO dip/dec depend on lat/ lon/ time
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float dip = _magDip.get() / M_RAD_TO_DEG_F; // dip, inclination with level
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//float dip = _magDip.get() / M_RAD_TO_DEG_F; // dip, inclination with level
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float dec = _magDec.get() / M_RAD_TO_DEG_F; // declination, clockwise rotation from north
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float bN = cosf(dip) * cosf(dec);
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float bE = cosf(dip) * sinf(dec);
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float bD = sinf(dip);
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Vector3 bNav(bN, bE, bD);
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Vector3 zMagHat = (C_nb.transpose() * bNav).unit();
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// compensate roll and pitch, but not yaw
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// XXX take the vectors out of the C_nb matrix to avoid singularities
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math::Dcm C_rp(math::EulerAngles(phi, theta, 0.0f));//C_nb.transpose();
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// mag measurement
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Vector3 magBody(_sensors.magnetometer_ga);
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// transform to earth frame
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Vector3 magNav = C_rp * magBody;
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// calculate error between estimate and measurement
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// apply declination correction for true heading as well.
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float yMag = -atan2f(magNav(1),magNav(0)) - psi - dec;
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if (yMag > M_PI_F) yMag -= 2*M_PI_F;
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if (yMag < -M_PI_F) yMag += 2*M_PI_F;
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// accel measurement
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Vector3 zAccel(_sensors.accelerometer_m_s2);
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@ -512,9 +572,9 @@ int KalmanNav::correctAtt()
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bool ignoreAccel = fabsf(accelMag - _g.get()) > 1.1f;
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if (ignoreAccel) {
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RAttAdjust(1, 1) = 1.0e10;
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RAttAdjust(2, 2) = 1.0e10;
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RAttAdjust(3, 3) = 1.0e10;
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RAttAdjust(4, 4) = 1.0e10;
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RAttAdjust(5, 5) = 1.0e10;
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} else {
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//printf("correcting attitude with accel\n");
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@ -523,58 +583,25 @@ int KalmanNav::correctAtt()
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// accel predicted measurement
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Vector3 zAccelHat = (C_nb.transpose() * Vector3(0, 0, -_g.get())).unit();
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// combined measurement
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Vector zAtt(6);
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Vector zAttHat(6);
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// calculate residual
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Vector y(4);
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y(0) = yMag;
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y(1) = zAccel(0) - zAccelHat(0);
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y(2) = zAccel(1) - zAccelHat(1);
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y(3) = zAccel(2) - zAccelHat(2);
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for (int i = 0; i < 3; i++) {
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zAtt(i) = zMag(i);
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zAtt(i + 3) = zAccel(i);
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zAttHat(i) = zMagHat(i);
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zAttHat(i + 3) = zAccelHat(i);
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}
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// HMag
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HAtt(0, 2) = 1;
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// HMag , HAtt (0-2,:)
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float tmp1 =
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cosPsi * cosTheta * bN +
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sinPsi * cosTheta * bE -
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sinTheta * bD;
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HAtt(0, 1) = -(
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cosPsi * sinTheta * bN +
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sinPsi * sinTheta * bE +
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cosTheta * bD
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);
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HAtt(0, 2) = -cosTheta * (sinPsi * bN - cosPsi * bE);
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HAtt(1, 0) =
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(cosPhi * cosPsi * sinTheta + sinPhi * sinPsi) * bN +
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(cosPhi * sinPsi * sinTheta - sinPhi * cosPsi) * bE +
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cosPhi * cosTheta * bD;
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HAtt(1, 1) = sinPhi * tmp1;
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HAtt(1, 2) = -(
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(sinPhi * sinPsi * sinTheta + cosPhi * cosPsi) * bN -
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(sinPhi * cosPsi * sinTheta - cosPhi * sinPsi) * bE
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);
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HAtt(2, 0) = -(
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(sinPhi * cosPsi * sinTheta - cosPhi * sinPsi) * bN +
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(sinPhi * sinPsi * sinTheta + cosPhi * cosPsi) * bE +
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(sinPhi * cosTheta) * bD
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);
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HAtt(2, 1) = cosPhi * tmp1;
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HAtt(2, 2) = -(
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(cosPhi * sinPsi * sinTheta - sinPhi * cosTheta) * bN -
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(cosPhi * cosPsi * sinTheta + sinPhi * sinPsi) * bE
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);
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// HAccel , HAtt (3-5,:)
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HAtt(3, 1) = cosTheta;
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HAtt(4, 0) = -cosPhi * cosTheta;
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HAtt(4, 1) = sinPhi * sinTheta;
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HAtt(5, 0) = sinPhi * cosTheta;
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HAtt(5, 1) = cosPhi * sinTheta;
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// HAccel
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HAtt(1, 1) = cosTheta;
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HAtt(2, 0) = -cosPhi * cosTheta;
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HAtt(2, 1) = sinPhi * sinTheta;
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HAtt(3, 0) = sinPhi * cosTheta;
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HAtt(3, 1) = cosPhi * sinTheta;
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// compute correction
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// http://en.wikipedia.org/wiki/Extended_Kalman_filter
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Vector y = zAtt - zAttHat; // residual
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Matrix S = HAtt * P * HAtt.transpose() + RAttAdjust; // residual covariance
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Matrix K = P * HAtt.transpose() * S.inverse();
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Vector xCorrect = K * y;
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@ -585,7 +612,7 @@ int KalmanNav::correctAtt()
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if (isnan(val) || isinf(val)) {
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// abort correction and return
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printf("[kalman_demo] numerical failure in att correction\n");
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warnx("numerical failure in att correction\n");
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// reset P matrix to P0
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P = P0;
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return ret_error;
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@ -615,11 +642,8 @@ int KalmanNav::correctAtt()
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float beta = y.dot(S.inverse() * y);
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if (beta > _faultAtt.get()) {
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printf("fault in attitude: beta = %8.4f\n", (double)beta);
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printf("y:\n"); y.print();
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printf("zMagHat:\n"); zMagHat.print();
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printf("zMag:\n"); zMag.print();
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printf("bNav:\n"); bNav.print();
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warnx("fault in attitude: beta = %8.4f", (double)beta);
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warnx("y:\n"); y.print();
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}
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// update quaternions from euler
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@ -652,9 +676,9 @@ int KalmanNav::correctPos()
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for (size_t i = 0; i < xCorrect.getRows(); i++) {
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float val = xCorrect(i);
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if (isnan(val) || isinf(val)) {
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if (!isfinite(val)) {
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// abort correction and return
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printf("[kalman_demo] numerical failure in gps correction\n");
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warnx("numerical failure in gps correction\n");
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// fallback to GPS
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vN = _gps.vel_n_m_s;
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vE = _gps.vel_e_m_s;
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@ -685,8 +709,8 @@ int KalmanNav::correctPos()
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static int counter = 0;
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if (beta > _faultPos.get() && (counter % 10 == 0)) {
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printf("fault in gps: beta = %8.4f\n", (double)beta);
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printf("Y/N: vN: %8.4f, vE: %8.4f, lat: %8.4f, lon: %8.4f, alt: %8.4f\n",
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warnx("fault in gps: beta = %8.4f", (double)beta);
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warnx("Y/N: vN: %8.4f, vE: %8.4f, lat: %8.4f, lon: %8.4f, alt: %8.4f",
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double(y(0) / sqrtf(RPos(0, 0))),
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double(y(1) / sqrtf(RPos(1, 1))),
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double(y(2) / sqrtf(RPos(2, 2))),
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@ -722,8 +746,6 @@ void KalmanNav::updateParams()
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if (noiseMagSq < noiseMin) noiseMagSq = noiseMin;
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RAtt(0, 0) = noiseMagSq; // normalized direction
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RAtt(1, 1) = noiseMagSq;
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RAtt(2, 2) = noiseMagSq;
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// accelerometer noise
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float noiseAccelSq = _rAccel.get() * _rAccel.get();
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@ -731,9 +753,9 @@ void KalmanNav::updateParams()
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// bound noise to prevent singularities
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if (noiseAccelSq < noiseMin) noiseAccelSq = noiseMin;
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RAtt(3, 3) = noiseAccelSq; // normalized direction
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RAtt(4, 4) = noiseAccelSq;
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RAtt(5, 5) = noiseAccelSq;
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RAtt(1, 1) = noiseAccelSq; // normalized direction
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RAtt(2, 2) = noiseAccelSq;
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RAtt(3, 3) = noiseAccelSq;
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// gps noise
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float R = R0 + float(alt);
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@ -1,6 +1,6 @@
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/****************************************************************************
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*
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* Copyright (C) 2012 PX4 Development Team. All rights reserved.
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* Copyright (c) 2012, 2013 PX4 Development Team. All rights reserved.
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*
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* Redistribution and use in source and binary forms, with or without
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* modification, are permitted provided that the following conditions
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@ -56,6 +56,10 @@
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#include <uORB/topics/vehicle_gps_position.h>
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#include <uORB/topics/parameter_update.h>
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#include <drivers/drv_accel.h>
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#include <drivers/drv_gyro.h>
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#include <drivers/drv_mag.h>
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#include <drivers/drv_hrt.h>
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#include <poll.h>
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#include <unistd.h>
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@ -78,6 +82,9 @@ public:
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*/
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virtual ~KalmanNav() {};
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math::Quaternion init(float ax, float ay, float az, float mx, float my, float mz);
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/**
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* The main callback function for the class
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*/
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@ -136,6 +143,11 @@ protected:
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// publications
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control::UOrbPublication<vehicle_global_position_s> _pos; /**< position pub. */
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control::UOrbPublication<vehicle_attitude_s> _att; /**< attitude pub. */
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int _accel_sub; /**< Accelerometer subscription */
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int _gyro_sub; /**< Gyroscope subscription */
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int _mag_sub; /**< Magnetometer subscription */
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// time stamps
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uint64_t _pubTimeStamp; /**< output data publication time stamp */
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uint64_t _predictTimeStamp; /**< prediction time stamp */
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@ -151,7 +163,8 @@ protected:
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enum {PHI = 0, THETA, PSI, VN, VE, VD, LAT, LON, ALT}; /**< state enumeration */
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float phi, theta, psi; /**< 3-2-1 euler angles */
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float vN, vE, vD; /**< navigation velocity, m/s */
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double lat, lon, alt; /**< lat, lon, alt, radians */
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double lat, lon; /**< lat, lon radians */
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float alt; /**< altitude, meters */
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// parameters
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control::BlockParam<float> _vGyro; /**< gyro process noise */
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control::BlockParam<float> _vAccel; /**< accelerometer process noise */
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@ -1,7 +1,7 @@
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/****************************************************************************
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*
|
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* Copyright (C) 2012 PX4 Development Team. All rights reserved.
|
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* Author: @author Example User <mail@example.com>
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* Copyright (c) 2012, 2013 PX4 Development Team. All rights reserved.
|
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* Author: James Goppert
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*
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* Redistribution and use in source and binary forms, with or without
|
||||
* modification, are permitted provided that the following conditions
|
||||
|
@ -33,8 +33,10 @@
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****************************************************************************/
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/**
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* @file kalman_demo.cpp
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* Demonstration of control library
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* @file kalman_main.cpp
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* Combined attitude / position estimator.
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*
|
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* @author James Goppert
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*/
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#include <nuttx/config.h>
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@ -51,7 +53,7 @@
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||||
static bool thread_should_exit = false; /**< Deamon exit flag */
|
||||
static bool thread_running = false; /**< Deamon status flag */
|
||||
static int deamon_task; /**< Handle of deamon task / thread */
|
||||
static int daemon_task; /**< Handle of deamon task / thread */
|
||||
|
||||
/**
|
||||
* Deamon management function.
|
||||
|
@ -102,9 +104,9 @@ int att_pos_estimator_ekf_main(int argc, char *argv[])
|
|||
|
||||
thread_should_exit = false;
|
||||
|
||||
deamon_task = task_spawn_cmd("att_pos_estimator_ekf",
|
||||
daemon_task = task_spawn_cmd("att_pos_estimator_ekf",
|
||||
SCHED_DEFAULT,
|
||||
SCHED_PRIORITY_MAX - 5,
|
||||
SCHED_PRIORITY_MAX - 30,
|
||||
4096,
|
||||
kalman_demo_thread_main,
|
||||
(argv) ? (const char **)&argv[2] : (const char **)NULL);
|
||||
|
@ -134,7 +136,7 @@ int att_pos_estimator_ekf_main(int argc, char *argv[])
|
|||
int kalman_demo_thread_main(int argc, char *argv[])
|
||||
{
|
||||
|
||||
warnx("starting\n");
|
||||
warnx("starting");
|
||||
|
||||
using namespace math;
|
||||
|
||||
|
@ -146,7 +148,7 @@ int kalman_demo_thread_main(int argc, char *argv[])
|
|||
nav.update();
|
||||
}
|
||||
|
||||
printf("exiting.\n");
|
||||
warnx("exiting.");
|
||||
|
||||
thread_running = false;
|
||||
|
||||
|
|
|
@ -37,9 +37,6 @@
|
|||
|
||||
MODULE_COMMAND = att_pos_estimator_ekf
|
||||
|
||||
# XXX this might be intended for the spawned deamon, validate
|
||||
MODULE_PRIORITY = "SCHED_PRIORITY_MAX-30"
|
||||
|
||||
SRCS = kalman_main.cpp \
|
||||
KalmanNav.cpp \
|
||||
params.c
|
||||
|
|
|
@ -1,3 +1,36 @@
|
|||
/****************************************************************************
|
||||
*
|
||||
* Copyright (c) 2012, 2013 PX4 Development Team. All rights reserved.
|
||||
*
|
||||
* Redistribution and use in source and binary forms, with or without
|
||||
* modification, are permitted provided that the following conditions
|
||||
* are met:
|
||||
*
|
||||
* 1. Redistributions of source code must retain the above copyright
|
||||
* notice, this list of conditions and the following disclaimer.
|
||||
* 2. Redistributions in binary form must reproduce the above copyright
|
||||
* notice, this list of conditions and the following disclaimer in
|
||||
* the documentation and/or other materials provided with the
|
||||
* distribution.
|
||||
* 3. Neither the name PX4 nor the names of its contributors may be
|
||||
* used to endorse or promote products derived from this software
|
||||
* without specific prior written permission.
|
||||
*
|
||||
* THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
|
||||
* "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
|
||||
* LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS
|
||||
* FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE
|
||||
* COPYRIGHT OWNER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT,
|
||||
* INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING,
|
||||
* BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS
|
||||
* OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED
|
||||
* AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT
|
||||
* LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN
|
||||
* ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE
|
||||
* POSSIBILITY OF SUCH DAMAGE.
|
||||
*
|
||||
****************************************************************************/
|
||||
|
||||
#include <systemlib/param/param.h>
|
||||
|
||||
/*PARAM_DEFINE_FLOAT(NAME,0.0f);*/
|
||||
|
|
Loading…
Reference in New Issue