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Work on the INS algorithm

This commit is contained in:
James Cotton 2012-02-28 00:42:18 -06:00
parent 7034a45e44
commit 55ee568fe2
4 changed files with 205 additions and 132 deletions

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@ -39,6 +39,8 @@
* @{
*/
#define POS_SENSORS 0x007
#define HORIZ_POS_SENSORS 0x003
#define VER_POS_SENSORS 0x004
#define HORIZ_SENSORS 0x018
#define VERT_SENSORS 0x020
#define MAG_SENSORS 0x1C0

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@ -62,6 +62,7 @@
#include "baroaltitude.h"
#include "flightstatus.h"
#include "homelocation.h"
#include "gpsposition.h"
#include "CoordinateConversions.h"
// Private constants
@ -95,8 +96,6 @@ static float accelKp = 0;
static float yawBiasRate = 0;
static float gyroGain = 0.42;
static int16_t accelbias[3];
static float R[3][3];
static int8_t rotate = 0;
static bool zero_during_arming = false;
@ -140,9 +139,9 @@ int32_t AttitudeInitialize(void)
gyrosBias.z = 0;
GyrosBiasSet(&gyrosBias);
for(uint8_t i = 0; i < 3; i++)
for(uint8_t j = 0; j < 3; j++)
R[i][j] = 0;
//for(uint8_t i = 0; i < 3; i++)
// for(uint8_t j = 0; j < 3; j++)
// R[i][j] = 0;
AttitudeSettingsConnectCallback(&settingsUpdatedCb);
@ -161,7 +160,7 @@ int32_t AttitudeStart(void)
magQueue = xQueueCreate(1, sizeof(UAVObjEvent));
baroQueue = xQueueCreate(1, sizeof(UAVObjEvent));
gpsQueue = xQueueCreate(1, sizeof(UAVObjEvent));
// Start main task
xTaskCreate(AttitudeTask, (signed char *)"Attitude", STACK_SIZE_BYTES/4, NULL, TASK_PRIORITY, &attitudeTaskHandle);
TaskMonitorAdd(TASKINFO_RUNNING_ATTITUDE, attitudeTaskHandle);
@ -195,16 +194,16 @@ static void AttitudeTask(void *parameters)
// Main task loop
while (1) {
// This function blocks on data queue
if(1)
if(0)
updateAttitudeComplimentary(first_run);
else
updateAttitudeINSGPS(first_run);
if (first_run)
first_run = false;
PIOS_WDG_UpdateFlag(PIOS_WDG_ATTITUDE);
}
}
@ -261,25 +260,25 @@ static int32_t updateAttitudeComplimentary(bool first_run)
AttitudeSettingsYawBiasRateGet(&yawBiasRate);
init = 1;
}
GyrosGet(&gyrosData);
AccelsGet(&accelsData);
// Compute the dT using the cpu clock
dT = PIOS_DELAY_DiffuS(timeval) / 1000000.0f;
timeval = PIOS_DELAY_GetRaw();
float q[4];
AttitudeActualData attitudeActual;
AttitudeActualGet(&attitudeActual);
float grot[3];
float accel_err[3];
// Get the current attitude estimate
quat_copy(&attitudeActual.q1, q);
// Rotate gravity to body frame and cross with accels
grot[0] = -(2 * (q[1] * q[3] - q[0] * q[2]));
grot[1] = -(2 * (q[2] * q[3] + q[0] * q[1]));
@ -292,7 +291,7 @@ static int32_t updateAttitudeComplimentary(bool first_run)
accel_err[0] /= accel_mag;
accel_err[1] /= accel_mag;
accel_err[2] /= accel_mag;
if ( xQueueReceive(magQueue, &ev, 0) != pdTRUE )
{
// Rotate gravity to body frame and cross with accels
@ -305,17 +304,17 @@ static int32_t updateAttitudeComplimentary(bool first_run)
MagnetometerGet(&mag);
HomeLocationGet(&home);
rot_mult(Rbe, home.Be, brot);
float mag_len = sqrtf(mag.x * mag.x + mag.y * mag.y + mag.z * mag.z);
mag.x /= mag_len;
mag.y /= mag_len;
mag.z /= mag_len;
float bmag = sqrtf(brot[0] * brot[0] + brot[1] * brot[1] + brot[2] * brot[2]);
brot[0] /= bmag;
brot[1] /= bmag;
brot[2] /= bmag;
// Only compute if neither vector is null
if (bmag < 1 || mag_len < 1)
mag_err[0] = mag_err[1] = mag_err[2] = 0;
@ -324,7 +323,7 @@ static int32_t updateAttitudeComplimentary(bool first_run)
} else {
mag_err[0] = mag_err[1] = mag_err[2] = 0;
}
// Accumulate integral of error. Scale here so that units are (deg/s) but Ki has units of s
GyrosBiasData gyrosBias;
GyrosBiasGet(&gyrosBias);
@ -345,20 +344,20 @@ static int32_t updateAttitudeComplimentary(bool first_run)
qdot[1] = (q[0] * gyrosData.x - q[3] * gyrosData.y + q[2] * gyrosData.z) * dT * F_PI / 180 / 2;
qdot[2] = (q[3] * gyrosData.x + q[0] * gyrosData.y - q[1] * gyrosData.z) * dT * F_PI / 180 / 2;
qdot[3] = (-q[2] * gyrosData.x + q[1] * gyrosData.y + q[0] * gyrosData.z) * dT * F_PI / 180 / 2;
// Take a time step
q[0] = q[0] + qdot[0];
q[1] = q[1] + qdot[1];
q[2] = q[2] + qdot[2];
q[3] = q[3] + qdot[3];
if(q[0] < 0) {
q[0] = -q[0];
q[1] = -q[1];
q[2] = -q[2];
q[3] = -q[3];
}
// Renomalize
qmag = sqrtf(q[0]*q[0] + q[1]*q[1] + q[2]*q[2] + q[3]*q[3]);
q[0] = q[0] / qmag;
@ -381,7 +380,7 @@ static int32_t updateAttitudeComplimentary(bool first_run)
Quaternion2RPY(&attitudeActual.q1,&attitudeActual.Roll);
AttitudeActualSet(&attitudeActual);
// Flush these queues for avoid errors
if ( xQueueReceive(baroQueue, &ev, 0) != pdTRUE )
{
@ -398,6 +397,9 @@ static int32_t updateAttitudeComplimentary(bool first_run)
#include "insgps.h"
int32_t ins_failed = 0;
extern struct NavStruct Nav;
bool outdoor_mode = false;
int32_t init_stage = 0;
static int32_t updateAttitudeINSGPS(bool first_run)
{
UAVObjEvent ev;
@ -405,13 +407,26 @@ static int32_t updateAttitudeINSGPS(bool first_run)
AccelsData accelsData;
MagnetometerData magData;
BaroAltitudeData baroData;
static uint32_t ins_last_time = 0;
GPSPositionData gpsData;
GyrosBiasData gyrosBias;
static bool mag_updated;
static bool baro_updated;
static bool gps_updated;
static uint32_t ins_last_time = 0;
static bool inited;
if (first_run)
inited = false;
float NED[3] = {0.0f, 0.0f, 0.0f};
float vel[3] = {0.0f, 0.0f, 0.0f};
float zeros[3] = {0.0f, 0.0f, 0.0f};
// Perform the update
uint16_t sensors = 0;
float dT;
inited = first_run ? false : inited;
// Wait until the gyro and accel object is updated, if a timeout then go to failsafe
if ( (xQueueReceive(gyroQueue, &ev, 10 / portTICK_RATE_MS) != pdTRUE) ||
(xQueueReceive(accelQueue, &ev, 10 / portTICK_RATE_MS) != pdTRUE) )
@ -419,91 +434,141 @@ static int32_t updateAttitudeINSGPS(bool first_run)
AlarmsSet(SYSTEMALARMS_ALARM_ATTITUDE,SYSTEMALARMS_ALARM_WARNING);
return -1;
}
if (inited) {
mag_updated = 0;
baro_updated = 0;
gps_updated = 0;
}
mag_updated |= xQueueReceive(magQueue, &ev, 0 / portTICK_RATE_MS) == pdTRUE;
baro_updated |= xQueueReceive(baroQueue, &ev, 0 / portTICK_RATE_MS) == pdTRUE;
gps_updated |= (xQueueReceive(gpsQueue, &ev, 0 / portTICK_RATE_MS) == pdTRUE) && outdoor_mode;
// Get most recent data
// TODO: Acquire all data in a queue
GyrosGet(&gyrosData);
AccelsGet(&accelsData);
MagnetometerGet(&magData);
BaroAltitudeGet(&baroData);
bool mag_updated;
bool baro_updated;
bool gps_updated;
if (inited) {
mag_updated = 0;
baro_updated = 0;
}
mag_updated |= xQueueReceive(magQueue, &ev, 0 / portTICK_RATE_MS) == pdTRUE;
baro_updated |= xQueueReceive(baroQueue, &ev, 0 / portTICK_RATE_MS) == pdTRUE;
gps_updated |= xQueueReceive(gpsQueue, &ev, 0 / portTICK_RATE_MS) == pdTRUE;
if (!inited && (!mag_updated || !baro_updated || !gps_updated)) {
GPSPositionGet(&gpsData);
// Have a minimum requirement for gps usage
gps_updated &= (gpsData.Satellites >= 7) && (gpsData.PDOP >= 3.0f);
if (!inited)
AlarmsSet(SYSTEMALARMS_ALARM_ATTITUDE,SYSTEMALARMS_ALARM_ERROR);
else if (outdoor_mode && gpsData.Satellites < 7)
AlarmsSet(SYSTEMALARMS_ALARM_ATTITUDE,SYSTEMALARMS_ALARM_ERROR);
else
AlarmsClear(SYSTEMALARMS_ALARM_ATTITUDE);
if (!inited && mag_updated && baro_updated && (gps_updated || !outdoor_mode)) {
// Don't initialize until all sensors are read
return -1;
} else if (!inited ) {
inited = true;
if (init_stage == 0 && !outdoor_mode) {
float Pdiag[16]={25.0f,25.0f,25.0f,5.0f,5.0f,5.0f,1e-5f,1e-5f,1e-5f,1e-5f,1e-5f,1e-5f,1e-5f,1e-4f,1e-4f,1e-4f};
float q[4];
float var[3] = {500.0f, 500.0f, 500.0f};
float pos[3] = {0.0f, 0.0f, 0.0f};
pos[2] = baroData.Altitude * -1.0f;
float Rbe[3][3], q[4];
float ge[3]={0.0f,0.0f,-9.81f};
float zeros[3]={0.0f,0.0f,0.0f};
float Pdiag[16]={25.0f,25.0f,25.0f,5.0f,5.0f,5.0f,1e-5f,1e-5f,1e-5f,1e-5f,1e-5f,1e-5f,1e-5f,1e-4f,1e-4f,1e-4f};
float vel[3], NED[3];
INSGPSInit();
HomeLocationData home;
HomeLocationGet(&home);
GPSPositionData gpsPosition;
GPSPositionGet(&gpsPosition);
vel[0] = gpsPosition.Groundspeed * cosf(gpsPosition.Heading * F_PI / 180.0f);
vel[1] = gpsPosition.Groundspeed * sinf(gpsPosition.Heading * F_PI / 180.0f);
vel[2] = 0;
// convert from cm back to meters
float LLA[3] = {(float) gpsPosition.Latitude / 1e7f, (float) gpsPosition.Longitude / 1e7f, (float) (gpsPosition.GeoidSeparation + gpsPosition.Altitude)};
// put in local NED frame
float ECEF[3] = {(float) (home.ECEF[0] / 100.0f), (float) (home.ECEF[1] / 100.0f), (float) (home.ECEF[2] / 100.0f)};
LLA2Base(LLA, ECEF, (float (*)[3]) home.RNE, NED);
// Reset the INS algorithm
INSGPSInit();
var[0] = var[1] = var[2] = 5e-3f;
INSSetMagVar(var);
var[0] = var[1] = var[2] = 1.5e-5f;
INSSetAccelVar(var);
var[0] = var[1] = var[2] = 2.0e-4f;
INSSetGyroVar(var);
// Set initial attitude
float rpy[3];
rpy[0] = atan2f(accelsData.x, accelsData.z) * 180.0f / F_PI;
rpy[1] = atan2f(accelsData.y, accelsData.z) * 180.0f / F_PI;
rpy[2] = atan2f(magData.x, -magData.y) * 180.0f / F_PI;
RPY2Quaternion(rpy,q);
INSSetState(pos, zeros, q, zeros, zeros);
INSResetP(Pdiag);
} else if (init_stage == 0 && outdoor_mode) {
float q[4], rpy[3];
float Pdiag[16]={25.0f,25.0f,25.0f,5.0f,5.0f,5.0f,1e-5f,1e-5f,1e-5f,1e-5f,1e-5f,1e-5f,1e-5f,1e-4f,1e-4f,1e-4f};
float NED[3];
float var[3];
// Reset the INS algorithm
INSGPSInit();
var[0] = var[1] = var[2] = 5e-3f;
INSSetMagVar(var);
var[0] = var[1] = var[2] = 1.5e-5f;
INSSetAccelVar(var);
var[0] = var[1] = var[2] = 2.0e-4f;
INSSetGyroVar(var);
HomeLocationData home;
HomeLocationGet(&home);
INSSetMagNorth(home.Be);
GPSPositionData gpsPosition;
GPSPositionGet(&gpsPosition);
// convert from cm back to meters
float LLA[3] = {(float) gpsPosition.Latitude / 1e7f,
(float) gpsPosition.Longitude / 1e7f,
(float) (gpsPosition.GeoidSeparation + gpsPosition.Altitude)};
// put in local NED frame
float ECEF[3] = {(float) (home.ECEF[0] / 100.0f),
(float) (home.ECEF[1] / 100.0f),
(float) (home.ECEF[2] / 100.0f)};
LLA2Base(LLA, ECEF, (float (*)[3]) home.RNE, NED);
// Set initial attitude
rpy[0] = atan2f(accelsData.x, accelsData.z) * 180.0f / F_PI;
rpy[1] = atan2f(accelsData.y, accelsData.z) * 180.0f / F_PI;
rpy[2] = atan2f(magData.x, -magData.y) * 180.0f / F_PI;
RPY2Quaternion(rpy,q);
INSSetState(NED, zeros, q, zeros, zeros);
INSResetP(Pdiag);
} else if (init_stage > 0) {
// Run prediction a bit before any corrections
GyrosBiasGet(&gyrosBias);
float gyros[3] = {(gyrosData.x + gyrosBias.x) * F_PI / 180.0f,
(gyrosData.y + gyrosBias.y) * F_PI / 180.0f,
(gyrosData.z + gyrosBias.z) * F_PI / 180.0f};
INSStatePrediction(gyros, &accelsData.x, 0.002f);
}
init_stage++;
if(init_stage > 500)
inited = true;
RotFrom2Vectors(&accelsData.x, ge, &magData.x, home.Be, Rbe);
R2Quaternion(Rbe,q);
INSSetState(NED, vel, q, &gyrosData.x, zeros);
INSSetGyroBias(&gyrosData.x);
INSResetP(Pdiag);
ins_last_time = PIOS_DELAY_GetRaw();
return 0;
return -1;
}
// Perform the update
uint16_t sensors = 0;
float dT;
if (!inited)
return -1;
dT = PIOS_DELAY_DiffuS(ins_last_time) / 1.0e6f;
ins_last_time = PIOS_DELAY_GetRaw();
// This should only happen at start up or at mode switches
if(dT > 0.01f)
dT = 0.01f;
else if(dT <= 0.001f)
dT = 0.001f;
GyrosBiasData gyrosBias;
GyrosBiasGet(&gyrosBias);
// Because the sensor module remove the bias we need to add it
// back in here so that the INS algorithm can track it correctly
GyrosBiasGet(&gyrosBias);
float gyros[3] = {(gyrosData.x + gyrosBias.x) * F_PI / 180.0f,
(gyrosData.y + gyrosBias.y) * F_PI / 180.0f,
(gyrosData.z + gyrosBias.z) * F_PI / 180.0f};
// Advance the state estimate
INSStatePrediction(gyros, &accelsData.x, dT);
// Copy the attitude into the UAVO
AttitudeActualData attitude;
AttitudeActualGet(&attitude);
@ -513,49 +578,62 @@ static int32_t updateAttitudeINSGPS(bool first_run)
attitude.q4 = Nav.q[3];
Quaternion2RPY(&attitude.q1,&attitude.Roll);
AttitudeActualSet(&attitude);
// Copy the gyro bias into the UAVO
gyrosBias.x = Nav.gyro_bias[0];
gyrosBias.y = Nav.gyro_bias[1];
gyrosBias.z = Nav.gyro_bias[2];
GyrosBiasSet(&gyrosBias);
// Advance the covariance estimate
INSCovariancePrediction(dT);
if(mag_updated)
sensors |= MAG_SENSORS;
//if(mag_updated)
// sensors |= MAG_SENSORS;
if(baro_updated)
sensors |= BARO_SENSOR;
float NED[3] = {0,0,0};
float vel[3] = {0,0,0};
HomeLocationData home;
HomeLocationGet(&home);
if(gps_updated)
INSSetMagNorth(home.Be);
if(gps_updated && outdoor_mode)
{
sensors = HORIZ_SENSORS | VERT_SENSORS;
INSSetPosVelVar(1.0f, 1.0f);
sensors = POS_SENSORS; //HORIZ_SENSORS | VERT_SENSORS;
GPSPositionData gpsPosition;
GPSPositionGet(&gpsPosition);
vel[0] = gpsPosition.Groundspeed * cosf(gpsPosition.Heading * F_PI / 180.0f);
vel[1] = gpsPosition.Groundspeed * sinf(gpsPosition.Heading * F_PI / 180.0f);
vel[2] = 0;
HomeLocationData home;
HomeLocationGet(&home);
// convert from cm back to meters
float LLA[3] = {(float) gpsPosition.Latitude / 1e7f, (float) gpsPosition.Longitude / 1e7f, (float) (gpsPosition.GeoidSeparation + gpsPosition.Altitude)};
float LLA[3] = {(float) gpsPosition.Latitude / 1e7f,
(float) gpsPosition.Longitude / 1e7f,
(float) (gpsPosition.GeoidSeparation + gpsPosition.Altitude)};
// put in local NED frame
float ECEF[3] = {(float) (home.ECEF[0] / 100.0f), (float) (home.ECEF[1] / 100.0f), (float) (home.ECEF[2] / 100.0f)};
float ECEF[3] = {(float) (home.ECEF[0] / 100.0f),
(float) (home.ECEF[1] / 100.0f),
(float) (home.ECEF[2] / 100.0f)};
LLA2Base(LLA, ECEF, (float (*)[3]) home.RNE, NED);
} else if (!outdoor_mode) {
//INSSetPosVelVar(0.1f, 0.1f);
vel[0] = vel[1] = vel[2] = 0;
NED[0] = NED[1] = 0;
NED[2] = baroData.Altitude;
sensors |= HORIZ_POS_SENSORS;
//sensors |= HORIZ_SENSORS | VERT_SENSORS | POS_SENSORS;
}
/*
* TODO: Need to add a general sanity check for all the inputs to make sure their kosher
* although probably should occur within INS itself
*/
INSCorrection(&magData.x, NED, vel, baroData.Altitude, sensors);
if (sensors)
INSCorrection(&magData.x, NED, vel, baroData.Altitude, sensors);
// Copy the position and velocity into the UAVO
PositionActualData positionActual;
@ -572,7 +650,6 @@ static int32_t updateAttitudeINSGPS(bool first_run)
velocityActual.Down = Nav.Vel[2];
VelocityActualSet(&velocityActual);
if(fabs(Nav.gyro_bias[0]) > 0.1f || fabs(Nav.gyro_bias[1]) > 0.1f || fabs(Nav.gyro_bias[2]) > 0.1f) {
float zeros[3] = {0.0f,0.0f,0.0f};
INSSetGyroBias(zeros);
@ -586,7 +663,6 @@ static void settingsUpdatedCb(UAVObjEvent * objEv)
AttitudeSettingsData attitudeSettings;
AttitudeSettingsGet(&attitudeSettings);
accelKp = attitudeSettings.AccelKp;
accelKi = attitudeSettings.AccelKi;
yawBiasRate = attitudeSettings.YawBiasRate;
@ -604,26 +680,8 @@ static void settingsUpdatedCb(UAVObjEvent * objEv)
gyrosBias.y = attitudeSettings.GyroBias[ATTITUDESETTINGS_GYROBIAS_Y] / 100.0f;
gyrosBias.z = attitudeSettings.GyroBias[ATTITUDESETTINGS_GYROBIAS_Z] / 100.0f;
GyrosBiasSet(&gyrosBias);
// Indicates not to expend cycles on rotation
if(attitudeSettings.BoardRotation[0] == 0 && attitudeSettings.BoardRotation[1] == 0 &&
attitudeSettings.BoardRotation[2] == 0) {
rotate = 0;
// Shouldn't be used but to be safe
float rotationQuat[4] = {1,0,0,0};
Quaternion2R(rotationQuat, R);
} else {
float rotationQuat[4];
const float rpy[3] = {attitudeSettings.BoardRotation[ATTITUDESETTINGS_BOARDROTATION_ROLL],
attitudeSettings.BoardRotation[ATTITUDESETTINGS_BOARDROTATION_PITCH],
attitudeSettings.BoardRotation[ATTITUDESETTINGS_BOARDROTATION_YAW]};
RPY2Quaternion(rpy, rotationQuat);
Quaternion2R(rotationQuat, R);
rotate = 1;
}
}
/**
* @}
* @}
*/
* @}
* @}
*/

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@ -231,6 +231,17 @@ void MagCorrection(float mag_data[3])
INSCorrection(mag_data, zeros, zeros, zeros[0], MAG_SENSORS);
}
void BaroCorrection(float baro)
{
INSCorrection(zeros, zeros, zeros, baro, BARO_SENSOR);
}
void GpsCorrection(float Pos[3], float Vel[3])
{
INSCorrection(zeros, Pos, Vel, zeros[0],
POS_SENSORS); // | HORIZ_SENSORS | VERT_SENSORS);
}
void MagVelBaroCorrection(float mag_data[3], float Vel[3], float BaroAlt)
{
INSCorrection(mag_data, zeros, Vel, BaroAlt,
@ -241,7 +252,7 @@ void MagVelBaroCorrection(float mag_data[3], float Vel[3], float BaroAlt)
void GpsBaroCorrection(float Pos[3], float Vel[3], float BaroAlt)
{
INSCorrection(zeros, Pos, Vel, BaroAlt,
HORIZ_SENSORS | VERT_SENSORS | BARO_SENSOR);
POS_SENSORS | HORIZ_SENSORS | VERT_SENSORS | BARO_SENSOR);
}
void FullCorrection(float mag_data[3], float Pos[3], float Vel[3],

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@ -62,6 +62,8 @@ void INSSetMagVar(float scaled_mag_var[3]);
void INSPosVelReset(float pos[3], float vel[3]);
void MagCorrection(float mag_data[3]);
void BaroCorrection(float baro);
void GpsCorrection(float Pos[3], float Vel[3]);
void MagVelBaroCorrection(float mag_data[3], float Vel[3], float BaroAlt);
void FullCorrection(float mag_data[3], float Pos[3], float Vel[3],
float BaroAlt);