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/************************************************************************************
Filename : OVR_SensorFusion.cpp
Content : Methods that determine head orientation from sensor data over time
Created : October 9, 2012
Authors : Michael Antonov, Steve LaValle, Max Katsev
Copyright : Copyright 2013 Oculus VR, Inc. All Rights reserved.
Licensed under the Oculus VR SDK License Version 2.0 (the "License");
you may not use the Oculus VR SDK except in compliance with the License,
which is provided at the time of installation or download, or which
otherwise accompanies this software in either electronic or hard copy form.
You may obtain a copy of the License at
http://www.oculusvr.com/licenses/LICENSE-2.0
Unless required by applicable law or agreed to in writing, the Oculus VR SDK
distributed under the License is distributed on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
See the License for the specific language governing permissions and
limitations under the License.
*************************************************************************************/
#include "OVR_SensorFusion.h"
#include "Kernel/OVR_Log.h"
#include "Kernel/OVR_System.h"
#include "OVR_JSON.h"
#include "OVR_Profile.h"
#define MAX_DEVICE_PROFILE_MAJOR_VERSION 1
namespace OVR {
//-------------------------------------------------------------------------------------
// ***** Sensor Fusion
SensorFusion::SensorFusion(SensorDevice* sensor)
: Stage(0), RunningTime(0), DeltaT(0.001f),
Handler(getThis()), pDelegate(0),
Gain(0.05f), EnableGravity(true),
EnablePrediction(true), PredictionDT(0.03f), PredictionTimeIncrement(0.001f),
FRawMag(10), FAngV(20),
GyroOffset(), TiltAngleFilter(1000),
EnableYawCorrection(false), MagCalibrated(false), MagNumReferences(0), MagRefIdx(-1), MagRefScore(0),
MotionTrackingEnabled(true)
{
if (sensor)
AttachToSensor(sensor);
MagCalibrationMatrix.SetIdentity();
}
SensorFusion::~SensorFusion()
{
}
bool SensorFusion::AttachToSensor(SensorDevice* sensor)
{
// clear the cached device information
CachedSensorInfo.SerialNumber[0] = 0;
CachedSensorInfo.VendorId = 0;
CachedSensorInfo.ProductId = 0;
if (sensor != NULL)
{
// Cache the sensor device so we can access this information during
// mag saving and loading (avoid holding a reference to sensor to prevent
// deadlock on shutdown)
sensor->GetDeviceInfo(&CachedSensorInfo); // save the device information
MessageHandler* pCurrentHandler = sensor->GetMessageHandler();
if (pCurrentHandler == &Handler)
{
Reset();
return true;
}
if (pCurrentHandler != NULL)
{
OVR_DEBUG_LOG(
("SensorFusion::AttachToSensor failed - sensor %p already has handler", sensor));
return false;
}
// Automatically load the default mag calibration for this sensor
LoadMagCalibration();
}
if (Handler.IsHandlerInstalled())
{
Handler.RemoveHandlerFromDevices();
}
if (sensor != NULL)
{
sensor->SetMessageHandler(&Handler);
}
Reset();
return true;
}
// Resets the current orientation
void SensorFusion::Reset()
{
Lock::Locker lockScope(Handler.GetHandlerLock());
Q = Quatf();
QUncorrected = Quatf();
Stage = 0;
RunningTime = 0;
MagNumReferences = 0;
MagRefIdx = -1;
GyroOffset = Vector3f();
}
// Compute a rotation required to transform "estimated" into "measured"
// Returns an approximation of the goal rotation in the Simultaneous Orthogonal Rotations Angle representation
// (vector direction is the axis of rotation, norm is the angle)
Vector3f SensorFusion_ComputeCorrection(Vector3f measured, Vector3f estimated)
{
measured.Normalize();
estimated.Normalize();
Vector3f correction = measured.Cross(estimated);
float cosError = measured.Dot(estimated);
// from the def. of cross product, correction.Length() = sin(error)
// therefore sin(error) * sqrt(2 / (1 + cos(error))) = 2 * sin(error / 2) ~= error in [-pi, pi]
// Mathf::Tolerance is used to avoid div by 0 if cos(error) = -1
return correction * sqrt(2 / (1 + cosError + Mathf::Tolerance));
}
void SensorFusion::handleMessage(const MessageBodyFrame& msg)
{
if (msg.Type != Message_BodyFrame || !IsMotionTrackingEnabled())
return;
// Put the sensor readings into convenient local variables
Vector3f gyro = msg.RotationRate;
Vector3f accel = msg.Acceleration;
Vector3f mag = msg.MagneticField;
// Insert current sensor data into filter history
FRawMag.AddElement(mag);
FAngV.AddElement(gyro);
// Apply the calibration parameters to raw mag
Vector3f calMag = MagCalibrated ? GetCalibratedMagValue(FRawMag.Mean()) : FRawMag.Mean();
// Set variables accessible through the class API
DeltaT = msg.TimeDelta;
AngV = gyro;
A = accel;
RawMag = mag;
CalMag = calMag;
// Keep track of time
Stage++;
RunningTime += DeltaT;
// Small preprocessing
Quatf Qinv = Q.Inverted();
Vector3f up = Qinv.Rotate(Vector3f(0, 1, 0));
Vector3f gyroCorrected = gyro;
// Apply integral term
// All the corrections are stored in the Simultaneous Orthogonal Rotations Angle representation,
// which allows to combine and scale them by just addition and multiplication
if (EnableGravity || EnableYawCorrection)
gyroCorrected -= GyroOffset;
if (EnableGravity)
{
const float spikeThreshold = 0.01f;
const float gravityThreshold = 0.1f;
float proportionalGain = 5 * Gain; // Gain parameter should be removed in a future release
float integralGain = 0.0125f;
Vector3f tiltCorrection = SensorFusion_ComputeCorrection(accel, up);
if (Stage > 5)
{
// Spike detection
float tiltAngle = up.Angle(accel);
TiltAngleFilter.AddElement(tiltAngle);
if (tiltAngle > TiltAngleFilter.Mean() + spikeThreshold)
proportionalGain = integralGain = 0;
// Acceleration detection
const float gravity = 9.8f;
if (fabs(accel.Length() / gravity - 1) > gravityThreshold)
integralGain = 0;
}
else // Apply full correction at the startup
{
proportionalGain = 1 / DeltaT;
integralGain = 0;
}
gyroCorrected += (tiltCorrection * proportionalGain);
GyroOffset -= (tiltCorrection * integralGain * DeltaT);
}
if (EnableYawCorrection && MagCalibrated && RunningTime > 2.0f)
{
const float maxMagRefDist = 0.1f;
const float maxTiltError = 0.05f;
float proportionalGain = 0.01f;
float integralGain = 0.0005f;
// Update the reference point if needed
if (MagRefIdx < 0 || calMag.Distance(MagRefsInBodyFrame[MagRefIdx]) > maxMagRefDist)
{
// Delete a bad point
if (MagRefIdx >= 0 && MagRefScore < 0)
{
MagNumReferences--;
MagRefsInBodyFrame[MagRefIdx] = MagRefsInBodyFrame[MagNumReferences];
MagRefsInWorldFrame[MagRefIdx] = MagRefsInWorldFrame[MagNumReferences];
}
// Find a new one
MagRefIdx = -1;
MagRefScore = 1000;
float bestDist = maxMagRefDist;
for (int i = 0; i < MagNumReferences; i++)
{
float dist = calMag.Distance(MagRefsInBodyFrame[i]);
if (bestDist > dist)
{
bestDist = dist;
MagRefIdx = i;
}
}
// Create one if needed
if (MagRefIdx < 0 && MagNumReferences < MagMaxReferences)
{
MagRefIdx = MagNumReferences;
MagRefsInBodyFrame[MagRefIdx] = calMag;
MagRefsInWorldFrame[MagRefIdx] = Q.Rotate(calMag).Normalized();
MagNumReferences++;
}
}
if (MagRefIdx >= 0)
{
Vector3f magEstimated = Qinv.Rotate(MagRefsInWorldFrame[MagRefIdx]);
Vector3f magMeasured = calMag.Normalized();
// Correction is computed in the horizontal plane (in the world frame)
Vector3f yawCorrection = SensorFusion_ComputeCorrection(magMeasured.ProjectToPlane(up),
magEstimated.ProjectToPlane(up));
if (fabs(up.Dot(magEstimated - magMeasured)) < maxTiltError)
{
MagRefScore += 2;
}
else // If the vertical angle is wrong, decrease the score
{
MagRefScore -= 1;
proportionalGain = integralGain = 0;
}
gyroCorrected += (yawCorrection * proportionalGain);
GyroOffset -= (yawCorrection * integralGain * DeltaT);
}
}
// Update the orientation quaternion based on the corrected angular velocity vector
float angle = gyroCorrected.Length() * DeltaT;
if (angle > 0.0f)
Q = Q * Quatf(gyroCorrected, angle);
// The quaternion magnitude may slowly drift due to numerical error,
// so it is periodically normalized.
if (Stage % 500 == 0)
Q.Normalize();
}
// A predictive filter based on extrapolating the smoothed, current angular velocity
Quatf SensorFusion::GetPredictedOrientation(float pdt)
{
Lock::Locker lockScope(Handler.GetHandlerLock());
Quatf qP = Q;
if (EnablePrediction)
{
// This method assumes a constant angular velocity
Vector3f angVelF = FAngV.SavitzkyGolaySmooth8();
float angVelFL = angVelF.Length();
// Force back to raw measurement
angVelF = AngV;
angVelFL = AngV.Length();
// Dynamic prediction interval: Based on angular velocity to reduce vibration
const float minPdt = 0.001f;
const float slopePdt = 0.1f;
float newpdt = pdt;
float tpdt = minPdt + slopePdt * angVelFL;
if (tpdt < pdt)
newpdt = tpdt;
//LogText("PredictonDTs: %d\n",(int)(newpdt / PredictionTimeIncrement + 0.5f));
if (angVelFL > 0.001f)
{
Vector3f rotAxisP = angVelF / angVelFL;
float halfRotAngleP = angVelFL * newpdt * 0.5f;
float sinaHRAP = sin(halfRotAngleP);
Quatf deltaQP(rotAxisP.x*sinaHRAP, rotAxisP.y*sinaHRAP,
rotAxisP.z*sinaHRAP, cos(halfRotAngleP));
qP = Q * deltaQP;
}
}
return qP;
}
Vector3f SensorFusion::GetCalibratedMagValue(const Vector3f& rawMag) const
{
OVR_ASSERT(HasMagCalibration());
return MagCalibrationMatrix.Transform(rawMag);
}
SensorFusion::BodyFrameHandler::~BodyFrameHandler()
{
RemoveHandlerFromDevices();
}
void SensorFusion::BodyFrameHandler::OnMessage(const Message& msg)
{
if (msg.Type == Message_BodyFrame)
pFusion->handleMessage(static_cast<const MessageBodyFrame&>(msg));
if (pFusion->pDelegate)
pFusion->pDelegate->OnMessage(msg);
}
bool SensorFusion::BodyFrameHandler::SupportsMessageType(MessageType type) const
{
return (type == Message_BodyFrame);
}
// Writes the current calibration for a particular device to a device profile file
// sensor - the sensor that was calibrated
// cal_name - an optional name for the calibration or default if cal_name == NULL
bool SensorFusion::SaveMagCalibration(const char* calibrationName) const
{
if (CachedSensorInfo.SerialNumber[0] == 0 || !HasMagCalibration())
return false;
// A named calibration may be specified for calibration in different
// environments, otherwise the default calibration is used
if (calibrationName == NULL)
calibrationName = "default";
// Generate a mag calibration event
JSON* calibration = JSON::CreateObject();
// (hardcoded for now) the measurement and representation method
calibration->AddStringItem("Version", "2.0");
calibration->AddStringItem("Name", "default");
// time stamp the calibration
char time_str[64];
#ifdef OVR_OS_WIN32
struct tm caltime;
localtime_s(&caltime, &MagCalibrationTime);
strftime(time_str, 64, "%Y-%m-%d %H:%M:%S", &caltime);
#else
struct tm* caltime;
caltime = localtime(&MagCalibrationTime);
strftime(time_str, 64, "%Y-%m-%d %H:%M:%S", caltime);
#endif
calibration->AddStringItem("Time", time_str);
// write the full calibration matrix
char matrix[256];
Matrix4f calmat = GetMagCalibration();
calmat.ToString(matrix, 256);
calibration->AddStringItem("CalibrationMatrix", matrix);
// save just the offset, for backwards compatibility
// this can be removed when we don't want to support 0.2.4 anymore
Vector3f center(calmat.M[0][3], calmat.M[1][3], calmat.M[2][3]);
Matrix4f tmp = calmat; tmp.M[0][3] = tmp.M[1][3] = tmp.M[2][3] = 0; tmp.M[3][3] = 1;
center = tmp.Inverted().Transform(center);
Matrix4f oldcalmat; oldcalmat.M[0][3] = center.x; oldcalmat.M[1][3] = center.y; oldcalmat.M[2][3] = center.z;
oldcalmat.ToString(matrix, 256);
calibration->AddStringItem("Calibration", matrix);
String path = GetBaseOVRPath(true);
path += "/Devices.json";
// Look for a prexisting device file to edit
Ptr<JSON> root = *JSON::Load(path);
if (root)
{ // Quick sanity check of the file type and format before we parse it
JSON* version = root->GetFirstItem();
if (version && version->Name == "Oculus Device Profile Version")
{
int major = atoi(version->Value.ToCStr());
if (major > MAX_DEVICE_PROFILE_MAJOR_VERSION)
{
// don't use the file on unsupported major version number
root->Release();
root = NULL;
}
}
else
{
root->Release();
root = NULL;
}
}
JSON* device = NULL;
if (root)
{
device = root->GetFirstItem(); // skip the header
device = root->GetNextItem(device);
while (device)
{ // Search for a previous calibration with the same name for this device
// and remove it before adding the new one
if (device->Name == "Device")
{
JSON* item = device->GetItemByName("Serial");
if (item && item->Value == CachedSensorInfo.SerialNumber)
{ // found an entry for this device
item = device->GetNextItem(item);
while (item)
{
if (item->Name == "MagCalibration")
{
JSON* name = item->GetItemByName("Name");
if (name && name->Value == calibrationName)
{ // found a calibration of the same name
item->RemoveNode();
item->Release();
break;
}
}
item = device->GetNextItem(item);
}
// update the auto-mag flag
item = device->GetItemByName("EnableYawCorrection");
if (item)
item->dValue = (double)EnableYawCorrection;
else
device->AddBoolItem("EnableYawCorrection", EnableYawCorrection);
break;
}
}
device = root->GetNextItem(device);
}
}
else
{ // Create a new device root
root = *JSON::CreateObject();
root->AddStringItem("Oculus Device Profile Version", "1.0");
}
if (device == NULL)
{
device = JSON::CreateObject();
device->AddStringItem("Product", CachedSensorInfo.ProductName);
device->AddNumberItem("ProductID", CachedSensorInfo.ProductId);
device->AddStringItem("Serial", CachedSensorInfo.SerialNumber);
device->AddBoolItem("EnableYawCorrection", EnableYawCorrection);
root->AddItem("Device", device);
}
// Create and the add the new calibration event to the device
device->AddItem("MagCalibration", calibration);
return root->Save(path);
}
// Loads a saved calibration for the specified device from the device profile file
// sensor - the sensor that the calibration was saved for
// cal_name - an optional name for the calibration or the default if cal_name == NULL
bool SensorFusion::LoadMagCalibration(const char* calibrationName)
{
if (CachedSensorInfo.SerialNumber[0] == 0)
return false;
// A named calibration may be specified for calibration in different
// environments, otherwise the default calibration is used
if (calibrationName == NULL)
calibrationName = "default";
String path = GetBaseOVRPath(true);
path += "/Devices.json";
// Load the device profiles
Ptr<JSON> root = *JSON::Load(path);
if (root == NULL)
return false;
// Quick sanity check of the file type and format before we parse it
JSON* version = root->GetFirstItem();
if (version && version->Name == "Oculus Device Profile Version")
{
int major = atoi(version->Value.ToCStr());
if (major > MAX_DEVICE_PROFILE_MAJOR_VERSION)
return false; // don't parse the file on unsupported major version number
}
else
{
return false;
}
bool autoEnableCorrection = false;
JSON* device = root->GetNextItem(version);
while (device)
{ // Search for a previous calibration with the same name for this device
// and remove it before adding the new one
if (device->Name == "Device")
{
JSON* item = device->GetItemByName("Serial");
if (item && item->Value == CachedSensorInfo.SerialNumber)
{ // found an entry for this device
JSON* autoyaw = device->GetItemByName("EnableYawCorrection");
if (autoyaw)
autoEnableCorrection = (autoyaw->dValue != 0);
int maxCalibrationVersion = 0;
item = device->GetNextItem(item);
while (item)
{
if (item->Name == "MagCalibration")
{
JSON* calibration = item;
JSON* name = calibration->GetItemByName("Name");
if (name && name->Value == calibrationName)
{ // found a calibration with this name
int major = 0;
JSON* version = calibration->GetItemByName("Version");
if (version)
major = atoi(version->Value.ToCStr());
if (major > maxCalibrationVersion && major <= 2)
{
time_t now;
time(&now);
// parse the calibration time
time_t calibration_time = now;
JSON* caltime = calibration->GetItemByName("Time");
if (caltime)
{
const char* caltime_str = caltime->Value.ToCStr();
tm ct;
memset(&ct, 0, sizeof(tm));
#ifdef OVR_OS_WIN32
struct tm nowtime;
localtime_s(&nowtime, &now);
ct.tm_isdst = nowtime.tm_isdst;
sscanf_s(caltime_str, "%d-%d-%d %d:%d:%d",
&ct.tm_year, &ct.tm_mon, &ct.tm_mday,
&ct.tm_hour, &ct.tm_min, &ct.tm_sec);
#else
struct tm* nowtime = localtime(&now);
ct.tm_isdst = nowtime->tm_isdst;
sscanf(caltime_str, "%d-%d-%d %d:%d:%d",
&ct.tm_year, &ct.tm_mon, &ct.tm_mday,
&ct.tm_hour, &ct.tm_min, &ct.tm_sec);
#endif
ct.tm_year -= 1900;
ct.tm_mon--;
calibration_time = mktime(&ct);
}
// parse the calibration matrix
JSON* cal = calibration->GetItemByName("CalibrationMatrix");
if (cal == NULL)
cal = calibration->GetItemByName("Calibration");
if (cal)
{
Matrix4f calmat = Matrix4f::FromString(cal->Value.ToCStr());
SetMagCalibration(calmat);
MagCalibrationTime = calibration_time;
EnableYawCorrection = autoEnableCorrection;
maxCalibrationVersion = major;
}
}
}
}
item = device->GetNextItem(item);
}
return (maxCalibrationVersion > 0);
}
}
device = root->GetNextItem(device);
}
return false;
}
} // namespace OVR
|