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+/****************************************************************************
+ *
+ * Copyright (C) 2012 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.
+ *
+ ****************************************************************************/
+
+/**
+ * @file KalmanNav.hpp
+ *
+ * kalman filter navigation code
+ */
+
+#pragma once
+
+//#define MATRIX_ASSERT
+//#define VECTOR_ASSERT
+
+#include <nuttx/config.h>
+
+#include <mathlib/mathlib.h>
+#include <controllib/blocks.hpp>
+#include <controllib/block/BlockParam.hpp>
+#include <controllib/block/UOrbSubscription.hpp>
+#include <controllib/block/UOrbPublication.hpp>
+
+#include <uORB/topics/vehicle_attitude.h>
+#include <uORB/topics/vehicle_global_position.h>
+#include <uORB/topics/sensor_combined.h>
+#include <uORB/topics/vehicle_gps_position.h>
+#include <uORB/topics/parameter_update.h>
+
+#include <drivers/drv_hrt.h>
+#include <poll.h>
+#include <unistd.h>
+
+/**
+ * Kalman filter navigation class
+ * http://en.wikipedia.org/wiki/Extended_Kalman_filter
+ * Discrete-time extended Kalman filter
+ */
+class KalmanNav : public control::SuperBlock
+{
+public:
+ /**
+ * Constructor
+ */
+ KalmanNav(SuperBlock *parent, const char *name);
+
+ /**
+ * Deconstuctor
+ */
+
+ virtual ~KalmanNav() {};
+ /**
+ * The main callback function for the class
+ */
+ void update();
+
+
+ /**
+ * Publication update
+ */
+ virtual void updatePublications();
+
+ /**
+ * State prediction
+ * Continuous, non-linear
+ */
+ int predictState(float dt);
+
+ /**
+ * State covariance prediction
+ * Continuous, linear
+ */
+ int predictStateCovariance(float dt);
+
+ /**
+ * Attitude correction
+ */
+ int correctAtt();
+
+ /**
+ * Position correction
+ */
+ int correctPos();
+
+ /**
+ * Overloaded update parameters
+ */
+ virtual void updateParams();
+protected:
+ // kalman filter
+ math::Matrix F; /**< Jacobian(f,x), where dx/dt = f(x,u) */
+ math::Matrix G; /**< noise shaping matrix for gyro/accel */
+ math::Matrix P; /**< state covariance matrix */
+ math::Matrix P0; /**< initial state covariance matrix */
+ math::Matrix V; /**< gyro/ accel noise matrix */
+ math::Matrix HAtt; /**< attitude measurement matrix */
+ math::Matrix RAtt; /**< attitude measurement noise matrix */
+ math::Matrix HPos; /**< position measurement jacobian matrix */
+ math::Matrix RPos; /**< position measurement noise matrix */
+ // attitude
+ math::Dcm C_nb; /**< direction cosine matrix from body to nav frame */
+ math::Quaternion q; /**< quaternion from body to nav frame */
+ // subscriptions
+ control::UOrbSubscription<sensor_combined_s> _sensors; /**< sensors sub. */
+ control::UOrbSubscription<vehicle_gps_position_s> _gps; /**< gps sub. */
+ control::UOrbSubscription<parameter_update_s> _param_update; /**< parameter update sub. */
+ // publications
+ control::UOrbPublication<vehicle_global_position_s> _pos; /**< position pub. */
+ control::UOrbPublication<vehicle_attitude_s> _att; /**< attitude pub. */
+ // time stamps
+ uint64_t _pubTimeStamp; /**< output data publication time stamp */
+ uint64_t _predictTimeStamp; /**< prediction time stamp */
+ uint64_t _attTimeStamp; /**< attitude correction time stamp */
+ uint64_t _outTimeStamp; /**< output time stamp */
+ // frame count
+ uint16_t _navFrames; /**< navigation frames completed in output cycle */
+ // miss counts
+ uint16_t _miss; /**< number of times fast prediction loop missed */
+ // accelerations
+ float fN, fE, fD; /**< navigation frame acceleration */
+ // states
+ enum {PHI = 0, THETA, PSI, VN, VE, VD, LAT, LON, ALT}; /**< state enumeration */
+ float phi, theta, psi; /**< 3-2-1 euler angles */
+ float vN, vE, vD; /**< navigation velocity, m/s */
+ double lat, lon, alt; /**< lat, lon, alt, radians */
+ // parameters
+ control::BlockParam<float> _vGyro; /**< gyro process noise */
+ control::BlockParam<float> _vAccel; /**< accelerometer process noise */
+ control::BlockParam<float> _rMag; /**< magnetometer measurement noise */
+ control::BlockParam<float> _rGpsVel; /**< gps velocity measurement noise */
+ control::BlockParam<float> _rGpsPos; /**< gps position measurement noise */
+ control::BlockParam<float> _rGpsAlt; /**< gps altitude measurement noise */
+ control::BlockParam<float> _rPressAlt; /**< press altitude measurement noise */
+ control::BlockParam<float> _rAccel; /**< accelerometer measurement noise */
+ control::BlockParam<float> _magDip; /**< magnetic inclination with level */
+ control::BlockParam<float> _magDec; /**< magnetic declination, clockwise rotation */
+ control::BlockParam<float> _g; /**< gravitational constant */
+ control::BlockParam<float> _faultPos; /**< fault detection threshold for position */
+ control::BlockParam<float> _faultAtt; /**< fault detection threshold for attitude */
+ // status
+ bool _attitudeInitialized;
+ bool _positionInitialized;
+ uint16_t _attitudeInitCounter;
+ // accessors
+ int32_t getLatDegE7() { return int32_t(lat * 1.0e7 * M_RAD_TO_DEG); }
+ void setLatDegE7(int32_t val) { lat = val / 1.0e7 / M_RAD_TO_DEG; }
+ int32_t getLonDegE7() { return int32_t(lon * 1.0e7 * M_RAD_TO_DEG); }
+ void setLonDegE7(int32_t val) { lon = val / 1.0e7 / M_RAD_TO_DEG; }
+ int32_t getAltE3() { return int32_t(alt * 1.0e3); }
+ void setAltE3(int32_t val) { alt = double(val) / 1.0e3; }
+};