1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
|
/************************************************************************************
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 2012 Oculus VR, Inc. All Rights reserved.
Use of this software is subject to the terms of the Oculus license
agreement provided at the time of installation or download, or which
otherwise accompanies this software in either electronic or hard copy form.
*************************************************************************************/
#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
Q = Q * Quatf(gyroCorrected, gyroCorrected.Length() * DeltaT);
// 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
|