10DOF FreeIMU port for FreeIMU v4 board and GY-86. This library was modified extensively to specifically suit the Mbed platform. Used threads and interrupts to achieve async mode.
Dependencies: HMC58X3 AK8963 MS561101BA MODI2C MPU9250
Dependents: MTQuadControl FreeIMU_serial FreeIMU_demo
Port of FreeIMU library from Arduino to Mbed
10DOF FreeIMU port for FreeIMU v4 board and GY-86. This library was modified extensively to specifically suit the Mbed platform. Maximum sampling rate of 500hz can be achieved using this library.
Improvements
Sensor fusion algorithm fast initialization
This library implements the ARHS hot start algorithm, meaning that you can get accurate readings seconds after the algorithm is started, much faster than the Arduino version, where outputs slowly converge to the correct value in about a minute.
Caching
Sensors are read at their maximum output rates. Read values are cached hence multiple consecutive queries will not cause multiple reads.
Fully async
Acc & Gyro reads are performed via timer interrupts. Magnetometer and barometer are read by RTOS thread. No interfering with main program logic.
Usage
Declare a global FreeIMU object like the one below. There should only be one FreeIMU instance existing at a time.
#include "mbed.h"
#include "FreeIMU.h"
FreeIMU imu;
int main(){
imu.init(true);
}
Then, anywhere in the code, you may call imu.getQ(q) to get the quarternion, where q is an array of 4 floats representing the quarternion structure.
You are recommended to call getQ frequently to keep the filter updated. However, the frequency should not exceed 500hz to avoid redundant calculation. One way to do this is by using the RtosTimer:
void getIMUdata(void const *); //method definition
//in main
RtosTimer IMUTimer(getIMUdata, osTimerPeriodic, (void *)NULL);
IMUTimer.start(2); //1 / 2ms = 500hz
//getIMUdata function
void getIMUdata(void const *dummy){
imu.getQ(NULL);
}
FreeIMU.cpp
- Committer:
- tyftyftyf
- Date:
- 2018-04-18
- Revision:
- 29:484a501b8674
- Parent:
- 28:de24fce0509a
File content as of revision 29:484a501b8674:
/*
FreeIMU.cpp - A libre and easy to use orientation sensing library for Arduino
Copyright (C) 2011-2012 Fabio Varesano <fabio at varesano dot net>
Development of this code has been supported by the Department of Computer Science,
Universita' degli Studi di Torino, Italy within the Piemonte Project
http://www.piemonte.di.unito.it/
This program is free software: you can redistribute it and/or modify
it under the terms of the version 3 GNU General Public License as
published by the Free Software Foundation.
This program is distributed in the hope that it will be useful,
but WITHOUT ANY WARRANTY; without even the implied warranty of
MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
GNU General Public License for more details.
You should have received a copy of the GNU General Public License
along with this program. If not, see <http://www.gnu.org/licenses/>.
02/20/2013 - Modified by Aloïs Wolff for MBED with MPU6050 only (wolffalois@gmail.com)
*/
//#include <inttypes.h>
//#include <stdint.h>
//#define DEBUG
#include "FreeIMU.h"
#include "mbed.h"
#include "rtos.h"
#define M_PI 3.1415926535897932384626433832795
FreeIMU::FreeIMU()
{
// initialize quaternion
q0 = 1.0f;
q1 = 0.0f;
q2 = 0.0f;
q3 = 0.0f;
exInt = 0.0;
eyInt = 0.0;
ezInt = 0.0;
twoKp = twoKpDef;
twoKi = twoKiDef;
twoKiz = twoKiDef / 6.0;
twoKpz = twoKpDef * 12.0;
integralFBx = 0.0f, integralFBy = 0.0f, integralFBz = 0.0f;
update.start();
dt_us=0;
/*
lastUpdate = 0;
now = 0;
*/
#ifndef CALIBRATION_H
// initialize scale factors to neutral values
acc_scale_x = 1;
acc_scale_y = 1;
acc_scale_z = 1;
magn_scale_x = 1;
magn_scale_y = 1;
magn_scale_z = 1;
#else
// get values from global variables of same name defined in calibration.h
acc_off_x = ::acc_off_x;
acc_off_y = ::acc_off_y;
acc_off_z = ::acc_off_z;
acc_scale_x = ::acc_scale_x;
acc_scale_y = ::acc_scale_y;
acc_scale_z = ::acc_scale_z;
magn_off_x = ::magn_off_x;
magn_off_y = ::magn_off_y;
magn_off_z = ::magn_off_z;
magn_scale_x = ::magn_scale_x;
magn_scale_y = ::magn_scale_y;
magn_scale_z = ::magn_scale_z;
#endif
}
void FreeIMU::init()
{
init(FIMU_ACCGYRO_ADDR, false);
}
void FreeIMU::init(bool fastmode)
{
init(FIMU_ACCGYRO_ADDR, fastmode);
}
void FreeIMU::sample(bool sampling)
{
accgyro->sample(sampling);
}
/**
* Initialize the FreeIMU I2C bus, sensors and performs gyro offsets calibration
*/
void FreeIMU::init(int accgyro_addr, bool fastmode)
{
accgyro = new MPU6050();
Thread::wait(10);
baro = new MS561101BA();
#if HAS_MPU6050()
magn = new HMC58X3();
#endif
Thread::wait(10);
accgyro->initialize();
accgyro->setI2CMasterModeEnabled(0);
accgyro->setI2CBypassEnabled(1);
Thread::wait(20);
#if HAS_MPU9250()
accgyro->initialize9250();
accgyro->initialize9250MasterMode();
Thread::wait(50);
#endif
accgyro->setFullScaleGyroRange(MPU6050_GYRO_FS_2000);
// both accelerometer and gyroscope will output at 1khz
accgyro->setDLPFMode(1);
accgyro->setRate(0);
Thread::wait(20);
accgyro->start_sampling();
Thread::wait(20);
#if HAS_MPU6050()
// init HMC5843
magn->init(false); // Don't set mode yet, we'll do that later on.
magn->setGain(0);
// Calibrate HMC using self test, not recommended to change the gain after calibration.
magn->calibrate(0, 8); // Use gain 1=default, valid 0-7, 7 not recommended.
Thread::wait(30);
magn->setDOR(6);
Thread::wait(30);
magn->start_sampling();
#endif
Thread::wait(30);
baro->init(FIMU_BARO_ADDR);
// zero gyro
zeroGyro();
#ifndef CALIBRATION_H
// load calibration from eeprom
calLoad();
#endif
Thread::wait(30);
getQ_simple(NULL);
baro->start_sampling(MS561101BA_OSR_4096);
}
void FreeIMU::getQ_simple(float* q)
{
float values[9];
getValues(values);
float pitch = atan2(values[0], sqrt(values[1]*values[1]+values[2]*values[2]));
float roll = -atan2(values[1], sqrt(values[0]*values[0]+values[2]*values[2]));
float xh = values[6]*cos(pitch)+values[7]*sin(roll)*sin(pitch)-values[8]*cos(roll)*sin(pitch);
float yh = values[7]*cos(roll)+values[8]*sin(roll);
float yaw = -atan2(yh, xh);
float rollOver2 = (roll + M_PI) * 0.5f;
float sinRollOver2 = (float)sin(rollOver2);
float cosRollOver2 = (float)cos(rollOver2);
float pitchOver2 = pitch * 0.5f;
float sinPitchOver2 = (float)sin(pitchOver2);
float cosPitchOver2 = (float)cos(pitchOver2);
float yawOver2 = yaw * 0.5f;
float sinYawOver2 = (float)sin(yawOver2);
float cosYawOver2 = (float)cos(yawOver2);
q0 = cosYawOver2 * cosPitchOver2 * sinRollOver2 - sinYawOver2 * sinPitchOver2 * cosRollOver2;
q1 = cosYawOver2 * cosPitchOver2 * cosRollOver2 + sinYawOver2 * sinPitchOver2 * sinRollOver2;
q2 = sinYawOver2 * cosPitchOver2 * cosRollOver2 - cosYawOver2 * sinPitchOver2 * sinRollOver2;
q3 = cosYawOver2 * sinPitchOver2 * cosRollOver2 + sinYawOver2 * cosPitchOver2 * sinRollOver2;
if (q!=NULL) {
q[0] = q0;
q[1] = q1;
q[2] = q2;
q[3] = q3;
}
}
/**
* Populates raw_values with the raw_values from the sensors
*/
void FreeIMU::getRawValues(int16_t * raw_values)
{
#if HAS_MPU6050()
accgyro->getMotion6(&raw_values[0], &raw_values[1], &raw_values[2], &raw_values[3], &raw_values[4], &raw_values[5]);
magn->getValues(&raw_values[6], &raw_values[7], &raw_values[8]);
#endif
#if HAS_MPU9250()
accgyro->getMotion9(&raw_values[0], &raw_values[1], &raw_values[2], &raw_values[3], &raw_values[4], &raw_values[5], &raw_values[6], &raw_values[7], &raw_values[8]);
#endif
int temp, press;
//TODO: possible loss of precision
temp = baro->rawTemperature();
raw_values[9] = temp;
press = baro->rawPressure();
raw_values[10] = press;
}
/**
* Populates values with calibrated readings from the sensors
*/
void FreeIMU::getValues(float * values)
{
#if HAS_MPU6050()
// MPU6050
int16_t accgyroval[6];
accgyro->getMotion6(&accgyroval[0], &accgyroval[1], &accgyroval[2], &accgyroval[3], &accgyroval[4], &accgyroval[5]);
#endif
#if HAS_MPU9250()
// MPU6250
int16_t accgyroval[9];
accgyro->getMotion9(&accgyroval[0], &accgyroval[1], &accgyroval[2], &accgyroval[3], &accgyroval[4], &accgyroval[5], &accgyroval[6], &accgyroval[7], &accgyroval[8]);
values[6] = accgyroval[6];
values[7] = accgyroval[7];
values[8] = accgyroval[8];
#endif
// remove offsets from the gyroscope
accgyroval[3] = accgyroval[3] - gyro_off_x;
accgyroval[4] = accgyroval[4] - gyro_off_y;
accgyroval[5] = accgyroval[5] - gyro_off_z;
for (int i = 0; i < 6; i++) {
if(i < 3) {
values[i] = (float) accgyroval[i];
} else {
values[i] = ((float) accgyroval[i]) / 16.4f; // NOTE: this depends on the sensitivity chosen
}
}
#warning Accelerometer calibration active: have you calibrated your device?
// remove offsets and scale accelerometer (calibration)
values[0] = (values[0] - acc_off_x) / acc_scale_x;
values[1] = (values[1] - acc_off_y) / acc_scale_y;
values[2] = (values[2] - acc_off_z) / acc_scale_z;
#if HAS_MPU6050()
magn->getValues(&values[6]);
#endif
// calibration
#warning Magnetometer calibration active: have you calibrated your device?
values[6] = (values[6] - magn_off_x) / magn_scale_x;
values[7] = (values[7] - magn_off_y) / magn_scale_y;
values[8] = (values[8] - magn_off_z) / magn_scale_z;
}
/**
* Computes gyro offsets
*/
void FreeIMU::zeroGyro()
{
const int totSamples = 64;
int16_t raw[11];
float tmpOffsets[] = {0,0,0};
for (int i = 0; i < totSamples; i++) {
getRawValues(raw);
tmpOffsets[0] += raw[3];
tmpOffsets[1] += raw[4];
tmpOffsets[2] += raw[5];
Thread::wait(3);
}
gyro_off_x = tmpOffsets[0] / totSamples;
gyro_off_y = tmpOffsets[1] / totSamples;
gyro_off_z = tmpOffsets[2] / totSamples;
}
#if HAS_MPU6050()
extern volatile bool magn_valid;
#endif
#if HAS_MPU9250()
// need to automatically turn this to true at 100Hz. This is done within the MPU9250 lib.
extern volatile bool magn_valid_9250;
#endif
/**
* Quaternion implementation of the 'DCM filter' [Mayhony et al]. Incorporates the magnetic distortion
* compensation algorithms from Sebastian Madgwick's filter which eliminates the need for a reference
* direction of flux (bx bz) to be predefined and limits the effect of magnetic distortions to yaw
* axis only.
*
* @see: http://www.x-io.co.uk/node/8#open_source_ahrs_and_imu_algorithms
*/
void FreeIMU::AHRSupdate(float gx, float gy, float gz, float ax, float ay, float az, float mx, float my, float mz, bool _magn_valid)
{
float recipNorm;
float q0q0, q0q1, q0q2, q0q3, q1q1, q1q2, q1q3, q2q2, q2q3, q3q3;
float halfex = 0.0f, halfey = 0.0f, halfez = 0.0f;
float qa, qb, qc;
// Auxiliary variables to avoid repeated arithmetic
q0q0 = q0 * q0;
q0q1 = q0 * q1;
q0q2 = q0 * q2;
q0q3 = q0 * q3;
q1q1 = q1 * q1;
q1q2 = q1 * q2;
q1q3 = q1 * q3;
q2q2 = q2 * q2;
q2q3 = q2 * q3;
q3q3 = q3 * q3;
// Use magnetometer measurement only when valid (avoids NaN in magnetometer normalisation)
if ((mx != 0.0f) && (my != 0.0f) && (mz != 0.0f) && _magn_valid) {
float hx, hy, bx, bz;
float halfwx, halfwy, halfwz;
// Normalise magnetometer measurement
recipNorm = invSqrt(mx * mx + my * my + mz * mz);
mx *= recipNorm;
my *= recipNorm;
mz *= recipNorm;
// Reference direction of Earth's magnetic field
hx = 2.0f * (mx * (0.5f - q2q2 - q3q3) + my * (q1q2 - q0q3) + mz * (q1q3 + q0q2));
hy = 2.0f * (mx * (q1q2 + q0q3) + my * (0.5f - q1q1 - q3q3) + mz * (q2q3 - q0q1));
bx = sqrt(hx * hx + hy * hy);
bz = 2.0f * (mx * (q1q3 - q0q2) + my * (q2q3 + q0q1) + mz * (0.5f - q1q1 - q2q2));
// Estimated direction of magnetic field
halfwx = bx * (0.5f - q2q2 - q3q3) + bz * (q1q3 - q0q2);
halfwy = bx * (q1q2 - q0q3) + bz * (q0q1 + q2q3);
halfwz = bx * (q0q2 + q1q3) + bz * (0.5f - q1q1 - q2q2);
// Error is sum of cross product between estimated direction and measured direction of field vectors
halfex = (my * halfwz - mz * halfwy);
halfey = (mz * halfwx - mx * halfwz);
halfez = (mx * halfwy - my * halfwx);
#if HAS_MPU6050()
magn_valid = false;
#elif HAS_MPU9250()
magn_valid_9250 = false;
#endif
}
// Compute feedback only if accelerometer measurement valid (avoids NaN in accelerometer normalisation)
if ((ax != 0.0f) && (ay != 0.0f) && (az != 0.0f)) {
float halfvx, halfvy, halfvz;
// Normalise accelerometer measurement
recipNorm = invSqrt(ax * ax + ay * ay + az * az);
ax *= recipNorm;
ay *= recipNorm;
az *= recipNorm;
// Estimated direction of gravity
halfvx = q1q3 - q0q2;
halfvy = q0q1 + q2q3;
halfvz = q0q0 - 0.5f + q3q3;
// Error is sum of cross product between estimated direction and measured direction of field vectors
halfex += (ay * halfvz - az * halfvy);
halfey += (az * halfvx - ax * halfvz);
halfez += (ax * halfvy - ay * halfvx);
}
// Apply feedback only when valid data has been gathered from the accelerometer or magnetometer
if (halfex != 0.0f && halfey != 0.0f && halfez != 0.0f) {
// Compute and apply integral feedback if enabled
if(twoKi > 0.0f) {
integralFBx += twoKi * halfex * (1.0f / sampleFreq); // integral error scaled by Ki
integralFBy += twoKi * halfey * (1.0f / sampleFreq);
integralFBz += twoKiz * halfez * (1.0f / sampleFreq);
gx += integralFBx; // apply integral feedback
gy += integralFBy;
gz += integralFBz;
} else {
integralFBx = 0.0f; // prevent integral windup
integralFBy = 0.0f;
integralFBz = 0.0f;
}
// Apply proportional feedback
gx += twoKp * halfex;
gy += twoKp * halfey;
gz += twoKpz * halfez;
}
// Integrate rate of change of quaternion
gx *= (0.5f * (1.0f / sampleFreq)); // pre-multiply common factors
gy *= (0.5f * (1.0f / sampleFreq));
gz *= (0.5f * (1.0f / sampleFreq));
qa = q0;
qb = q1;
qc = q2;
q0 += (-qb * gx - qc * gy - q3 * gz);
q1 += (qa * gx + qc * gz - q3 * gy);
q2 += (qa * gy - qb * gz + q3 * gx);
q3 += (qa * gz + qb * gy - qc * gx);
// Normalise quaternion
recipNorm = invSqrt(q0 * q0 + q1 * q1 + q2 * q2 + q3 * q3);
q0 *= recipNorm;
q1 *= recipNorm;
q2 *= recipNorm;
q3 *= recipNorm;
}
/**
* Populates array q with a quaternion representing the IMU orientation with respect to the Earth
*
* @param q the quaternion to populate
*/
float val[9];
void FreeIMU::getQ(float * q)
{
getValues(val);
dt_us=update.read_us();
sampleFreq = 1.0 / ((dt_us) / 1000000.0);
update.reset();
// lastUpdate = now;
// gyro values are expressed in deg/sec, the * M_PI/180 will convert it to radians/sec
bool _magn_valid;
#if HAS_MPU6050()
_magn_valid = magn_valid;
#elif HAS_MPU9250()
_magn_valid = magn_valid_9250;
#endif
AHRSupdate(val[3] * M_PI/180.0, val[4] * M_PI/180.0, val[5] * M_PI/180.0, val[0], val[1], val[2], val[6], val[7], val[8], _magn_valid);
if (q!=NULL) {
q[0] = q0;
q[1] = q1;
q[2] = q2;
q[3] = q3;
}
}
void FreeIMU::getRate(float * r)
{
r[0] = val[3];
r[1] = val[4];
r[2] = val[5];
}
const float def_sea_press = 1013.25;
/**
* Returns an altitude estimate from baromether readings only using sea_press as current sea level pressure
*/
float FreeIMU::getBaroAlt(float sea_press)
{
float temp = baro->getTemperature();
float press = baro->getPressure();
return ((pow((float)(sea_press / press), 1.0f/5.257f) - 1.0f) * (temp + 273.15f)) / 0.0065f;
}
/**
* Returns an altitude estimate from baromether readings only using a default sea level pressure
*/
float FreeIMU::getBaroAlt()
{
return getBaroAlt(def_sea_press);
}
float FreeIMU::getRawPressure()
{
return baro->getPressure();
}
/**
* Compensates the accelerometer readings in the 3D vector acc expressed in the sensor frame for gravity
* @param acc the accelerometer readings to compensate for gravity
* @param q the quaternion orientation of the sensor board with respect to the world
*/
void FreeIMU::gravityCompensateAcc(float * acc, float * q)
{
float g[3];
// get expected direction of gravity in the sensor frame
g[0] = 2 * (q[1] * q[3] - q[0] * q[2]);
g[1] = 2 * (q[0] * q[1] + q[2] * q[3]);
g[2] = q[0] * q[0] - q[1] * q[1] - q[2] * q[2] + q[3] * q[3];
// compensate accelerometer readings with the expected direction of gravity
acc[0] = acc[0] - g[0];
acc[1] = acc[1] - g[1];
acc[2] = acc[2] - g[2];
}
/**
* Returns the Euler angles in radians defined in the Aerospace sequence.
* See Sebastian O.H. Madwick report "An efficient orientation filter for
* inertial and intertial/magnetic sensor arrays" Chapter 2 Quaternion representation
*
* @param angles three floats array which will be populated by the Euler angles in radians
*/
void FreeIMU::getEulerRad(float * angles)
{
float q[4]; // quaternion
getQ(q);
angles[0] = atan2(2 * q[1] * q[2] - 2 * q[0] * q[3], 2 * q[0]*q[0] + 2 * q[1] * q[1] - 1); // psi
angles[1] = -asin(2 * q[1] * q[3] + 2 * q[0] * q[2]); // theta
angles[2] = atan2(2 * q[2] * q[3] - 2 * q[0] * q[1], 2 * q[0] * q[0] + 2 * q[3] * q[3] - 1); // phi
}
/**
* Returns the Euler angles in degrees defined with the Aerospace sequence.
* See Sebastian O.H. Madwick report "An efficient orientation filter for
* inertial and intertial/magnetic sensor arrays" Chapter 2 Quaternion representation
*
* @param angles three floats array which will be populated by the Euler angles in degrees
*/
void FreeIMU::getEuler(float * angles)
{
getEulerRad(angles);
arr3_rad_to_deg(angles);
}
/**
* Returns the yaw pitch and roll angles, respectively defined as the angles in radians between
* the Earth North and the IMU X axis (yaw), the Earth ground plane and the IMU X axis (pitch)
* and the Earth ground plane and the IMU Y axis.
*
* @note This is not an Euler representation: the rotations aren't consecutive rotations but only
* angles from Earth and the IMU. For Euler representation Yaw, Pitch and Roll see FreeIMU::getEuler
*
* @param ypr three floats array which will be populated by Yaw, Pitch and Roll angles in radians
*/
void FreeIMU::getYawPitchRollRad(float * ypr)
{
float q[4]; // quaternion
float gx, gy, gz; // estimated gravity direction
getQ(q);
gx = 2 * (q[1]*q[3] - q[0]*q[2]);
gy = 2 * (q[0]*q[1] + q[2]*q[3]);
gz = q[0]*q[0] - q[1]*q[1] - q[2]*q[2] + q[3]*q[3];
ypr[0] = atan2(2 * q[1] * q[2] - 2 * q[0] * q[3], 2 * q[0]*q[0] + 2 * q[1] * q[1] - 1);
ypr[1] = atan(gx / sqrt(gy*gy + gz*gz));
ypr[2] = atan(gy / sqrt(gx*gx + gz*gz));
}
/**
* Returns the yaw pitch and roll angles, respectively defined as the angles in degrees between
* the Earth North and the IMU X axis (yaw), the Earth ground plane and the IMU X axis (pitch)
* and the Earth ground plane and the IMU Y axis.
*
* @note This is not an Euler representation: the rotations aren't consecutive rotations but only
* angles from Earth and the IMU. For Euler representation Yaw, Pitch and Roll see FreeIMU::getEuler
*
* @param ypr three floats array which will be populated by Yaw, Pitch and Roll angles in degrees
*/
void FreeIMU::getYawPitchRoll(float * ypr)
{
getYawPitchRollRad(ypr);
arr3_rad_to_deg(ypr);
}
/**
* Converts a 3 elements array arr of angles expressed in radians into degrees
*/
void arr3_rad_to_deg(float * arr)
{
arr[0] *= 180/M_PI;
arr[1] *= 180/M_PI;
arr[2] *= 180/M_PI;
}
/**
* Fast inverse square root implementation
* @see http://en.wikipedia.org/wiki/Fast_inverse_square_root
*/
float invSqrt(float number)
{
volatile long i;
volatile float x, y;
volatile const float f = 1.5F;
x = number * 0.5F;
y = number;
i = * ( long * ) &y;
i = 0x5f375a86 - ( i >> 1 );
y = * ( float * ) &i;
y = y * ( f - ( x * y * y ) );
return y;
}