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By: Vikas Kumar Sinha
Control Systems (M.Tech)
01/27/15 1
Inertial Navigation Sensor Calibration
 Introduction
 Inertial Navigation sensor
 Accelerometer
 Gyroscope
 Methods of calibration
 Applications
 Conclusion
 References
01/27/15 2
Navigation is a field of study that
focuses on the process of monitoring
and controlling the movement of a
craft or vehicle from one place to
another.
01/27/15 3
01/27/15 4
01/27/15 5
 Inertial navigation is a self-contained
navigation technique.
 In which measurements provided by
accelerometers and gyroscopes.
 To track the position and orientation of an
object relative to a known starting point.
01/27/15 6
Figure 1: The body and global frames of reference[10].
01/27/15 7
 An inertial measurement unit (IMU)
measures linear and angular motion in
three dimensions without external
reference.
 The IMU consists of two orthogonal
sensor triads, one consisting of three
accelerometers, the other of three
gyroscopes
01/27/15 8
Figure 2: Inertial measurement unit [12].
01/27/15 9
• If we can measure the acceleration of a vehicle we can
• integrate the acceleration to get velocity
• integrate the velocity to get position
• Then, assuming that we know the initial position and
velocity we can determine the position of the vehicle at
ant time t.
Formula: ..(1)
01/27/15 10
Figure 3: Aircraft Axes
01/27/15 11
The three axes of the aircraft are:
The roll axis which is roughly parallel to the line joining the nose
and the tail
Positive angle: right wing down
The pitch axis which is roughly parallel to the line joining the
wingtips
Positive angle: nose up
The yaw axis is vertical
Positive angle: nose to the right
01/27/15 12
 Accelerometers are defined as acceleration
sensors that measure the non-gravitational
linear acceleration along their sensitive
axis.
 F=m*a …(2)
 F=k*x …(3)
Where:
F= force
m= mass
a=acceleration
x= displacement
01/27/15 13
 In this way
X α A ………(4)
Figure 4: basic sturcture of accelerometer [8]
01/27/15 14
Figure: 5
01/27/15 15
 A gyroscope is a device for measuring of
maintaining orientation based on the
principle of angular momentum(rotation
momentum)
Figure 6: Gyroscope
01/27/15 16
 Uses Coriolis effect using vibrating elements
▪ Fc -Force m -mass w -angular velocity v –velocity
Figure 7: Coriolis effect [10]
01/27/15 17
01/27/15 18
Figure 8: types of errors
01/27/15 19
Figure 9: Relationship between the output voltage of the
accelerometer(gyro) and the measured force(angular rate) [10].
01/27/15 20
….(5)
….(6)
Where:
a = true specific force vector
ω = body frame rotation rate vector
b = bias vector
S = scale factor matrix
N = non-orthogonality error matrix
η = non-deterministic accelerometer errors
01/27/15 21
 Six Position Static Test
 Improved Six Position Static Test
 Multi-Position Calibration Method
01/27/15 22
…(7)
…(8)
…(9)
..(10)
01/27/15 23
Where,
= sensor measurement when sensitive axis is pointed upward.
= sensor measurement when the sensitive axis is pointed
downwards
….(11)
 the ideal accelerations would be measured
as:
…(12)01/27/15 24
The raw output of the sensors (in volts)
constitutes the matrix Y:
…(13)
01/27/15 25
 Using the least squares method as follows:
…(14)
01/27/15 26
01/27/15 27
Figure 10: Misalignment to n-frame [23].
01/27/15 28
General calibration model as below for accelerometer :
…(17)
By using the same methodology, we can derive the general model for the
gyros as:
…(18)
Where ωe is the true Earth rotation rate.
01/27/15 29
Rotation matrix:
, Ry
…(19)
The non-orthogonality of the z axis can be expressed by two consecutive rotations;
rotation about the x axis by θzx and about the y axis by θzy.
…(20)
01/27/15 30
...
(21)
 The accelerometers on the IMU axes sense the following values:
. .. ..(22)
01/27/15 31
 Inclusion of the major errors, bias and
scale factor error, into the IMU data is
done by the equation below:
..(23)
 Where Ya , b, a ,s IMU observation, bias
and scale factor error, respectively, for the
accelerometer and i = x, y and z.
01/27/15 32
 The observation equations for the accelerometer sensors
on the IMU axis triad will be obtained as below:
...(24)
01/27/15 33
 The true values for the specific force
vector components are found as:
(25)
01/27/15 34
01/27/15 35
calibration models for gyroscope and accelerometer errors:
…(26)
 The XSENS 300 MTi-G is an integrated GPS
and Inertial Measurement Unit (IMU).
 Small size,
 Weight,
 Low cost and low complexity in use
 wide range of interface options
 XSENS 300 MTi-G gives output if it is
rotated in three dimension space.
01/27/15 36
01/27/15
Figure 11: XSENS 300 MTi-G.
37
01/27/15 38
Figure 12 : MT Manager showing a 3D view of an MTi-G-700 GPS/INS.
01/27/15 39
Figure 13: MT Manager showing inertial data of an MTi-G-700 GPS/INS.
 Navigation
 Use in quadcopter
 Tracking
 Robotics
 Aircraft
01/27/15 40
 We estimate the value of bias, scale and
non-orthogonality errors.
 By using these methods we will get an error
less IMU sensor.
01/27/15 41
 To calibrate the INS by optimization
 To evaluate the contribution of the
calibration and stochastic error modeling
with thermal compensation
 Investigation of a general model including
both deterministic and stochastic noise
terms
01/27/15 42
 [1] M. Li, A.I. Mourikis, ''3-D Motion Estimation and Online Temporal Calibration for
Camera-IMU Systems,'' Proceedings of the IEEE International Conference on Robotics
and Automation (ICRA), Karlsruhe, Germany, May 2013.
 [2] M. Li, B. Kim, A.I. Mourikis, ''Real-time Motion Tracking on a Cellphone using Inertial
Sensing and a Rolling Shutter Camera,'' Proceedings of the IEEE International Conference
on Robotics and Automation (ICRA), Karlsruhe, Germany, May 2013.
 [3] M. Li, A.I. Mourikis, ''Optimization-Based Estimator Design for Vision-Aided Inertial
Navigation,'' Proceedings of the Robotics: Science and Systems Conference (RSS),
Sydney, Australia, July 2012.
 [4] M. Li, A.I. Mourikis, ''High-Precision, Consistent EKF-based Visual-Inertial Odometry,''
International Journal of Robotics Research (IJRR), Volume 32, No 6, May 2013.
 [5] M. Li, A.I. Mourikis, ''Vision-aided Inertial Navigation with Rolling-Shutter Cameras,''
International Journal of Robotics Research (IJRR).
01/27/15 43
 [6] S. Thomas, The Last Navigator: "A Young Man, An Ancient Mariner, the Secrets of the
Sea", McGraw-Hill, New York, 1997.
 [7] Adem G. Hayal, "Static Calibration of Tactical Grade Inertial Measurement Units",
Geodetic Science Report No. 496, The Ohio State University Columbus, Ohio 43210, Sep
2008.
 [8] Priyanka Aggarwal, Zainab Syed, Aboelmagd Noureldin, Naser El-Sheimy, "MEMS
Based Integrated Navigation", GNSS Technology and Application Series, ISBN-13:
978-1-60807-043-5, 2010.
 [9] Hofmann-Wellenhof, B., Lichtenegger, H., and Collins, J., "GPS Theory and Practice",
Fifth Edition, Austria: Springer, 2004.
 [10] Grewal, M.S., Weill, L., and Andrews, A.P., "Global Positioning Systems, Inertial
Navigation, and Integration", Second Edition, New Jersey: John Wiley & Sons, 2007.
01/27/15 44
 [11] CLAUDIA C. MERUANE NARANJO, "Analysis and Modeling of MEMS based
Inertial Sensors", Signal Processing, School of Electrical Engineering, XR-EE-SB
2008:011, Stockholm 2008.
 [12] Lotters J C, Schipper J, Veltink P H, Olthuis W and Bergveld P, "Procedure for in-use
calibration of triaxial accelerometers in medical application", Sensors Actuators
A68221–8, 1998.
 [13] N. El-Sheimy, S. Nassar and A. Noureldin, "Wavelet De-Noising for IMUAlignment",
IEEE Aerospace and Electronics Systems Magazine, vol. 19, pp. 32- 39, Oct. 2004.
 [14] Aggarwal, P., et al., "A Standard Testing and Calibration Procedure for Low Cost
MEMS Inertial Sensors and Units", Journal of Navigation, Vol. 61, No. 2, 2007, pp. 323–
336.
 [15] Hou, H., and El-Sheimy, N., "Inertial Sensors Errors Modeling Using Allan Variance,"
Proceedings of ION GNSS 2003, Portland, Oregon, Sept. 9–12, 2003.
 [16] Hide, C.D., Integration of GPS and Low Cost INS Measurements, Ph.D. thesis, Institute
of Engineering, Surveying and Space Geodesy, University of Nottingham, U.K., 2003.
01/27/15 45
 [17] CLAUDIA C. MERUANE NARANJO, "Analysis and Modeling of MEMS based
Inertial Sensors", Signal Processing, School of Electrical Engineering, XR-EE-SB
2008:011, Stockholm 2008.
 [18] El-Sheimy N, " Inertial Techniques and INS/DGPS Integration", Dept. of Geomatics
Enggineering., University of Calgary, Calgary, Canada, 2003.
 [19] Ren Wei Zhang Tao, Zhang Hai-yun, Wang Lei-gang, Zhaou Yong-jie, Luan
Mengkai, Liu Hui-feng, Shi Jing-wei,"A Research on Calibration of Low-Precision MEMS
Inertial Sensors", 25th Chinese Control and Decision Conference (CCDC), 2013.
 [20] P. Aggarwal, Z. Syed, X. Niu, and N. El-Sheimy, "A standard testing and calibration
procedure for low cost MEMS inertial sensors and units," Journal of navigation, vol. 61, pp.
323-336, 2008.
 [21] Titterton, D. H. and Weston, J. L. (1997). "Strapdown Inertial Navigation
Technology". Peter Peregrinus Ltd, UK.
01/27/15 46
 [22] Niu X, “Micromachined Attitude Measurement Unit with Application in Satellite TV Antenna
Stabilization”, PhD Dissertation, Department of Precision Instruments and Machinery, Tsinghua
University, 2002.
 [23] Shin E-H and El-Sheimy N, "A New calibration Method for Strapdown Inertial Navigation
Systems", Z. Vermess, 127 1-10, 2002.
 [24] Lawrence C. Ng and DarryII J. Pines. (1997), "Characterization of Ring Laser Gyro
Performance Using the Allan Variance Method" , Journal of Guidance, Control, and Dynamics, Vol.
20, No. 1: Engineering Notes, p 211 -214. January - February, 1997.
 [25] IEEE Std 952, "IEEE Standard Specification Format Guide and Test Procedure for Single-
Axis Interferometric Fiber Optic Gyros", 1997.
 [26] IEEE Std 1293, "IEEE Standard Specification Format Guide and Test Procedure for Linear,
Single-Axis, Non-gyroscopic Accelerometers", 1998.
 [27] I. Skog and P. H¨ and el, "Calibration of a MEMS inertial measurement unit", in XVII IMEKO
World Congress, 2006.
 [28] Oliver J. Woodman," An introduction to inertial navigation". University of Cambridge 2007.
01/27/15 47
01/27/15 48
01/27/15 49

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Inertial navigaton systems11

  • 1. By: Vikas Kumar Sinha Control Systems (M.Tech) 01/27/15 1 Inertial Navigation Sensor Calibration
  • 2.  Introduction  Inertial Navigation sensor  Accelerometer  Gyroscope  Methods of calibration  Applications  Conclusion  References 01/27/15 2
  • 3. Navigation is a field of study that focuses on the process of monitoring and controlling the movement of a craft or vehicle from one place to another. 01/27/15 3
  • 6.  Inertial navigation is a self-contained navigation technique.  In which measurements provided by accelerometers and gyroscopes.  To track the position and orientation of an object relative to a known starting point. 01/27/15 6
  • 7. Figure 1: The body and global frames of reference[10]. 01/27/15 7
  • 8.  An inertial measurement unit (IMU) measures linear and angular motion in three dimensions without external reference.  The IMU consists of two orthogonal sensor triads, one consisting of three accelerometers, the other of three gyroscopes 01/27/15 8
  • 9. Figure 2: Inertial measurement unit [12]. 01/27/15 9
  • 10. • If we can measure the acceleration of a vehicle we can • integrate the acceleration to get velocity • integrate the velocity to get position • Then, assuming that we know the initial position and velocity we can determine the position of the vehicle at ant time t. Formula: ..(1) 01/27/15 10
  • 11. Figure 3: Aircraft Axes 01/27/15 11
  • 12. The three axes of the aircraft are: The roll axis which is roughly parallel to the line joining the nose and the tail Positive angle: right wing down The pitch axis which is roughly parallel to the line joining the wingtips Positive angle: nose up The yaw axis is vertical Positive angle: nose to the right 01/27/15 12
  • 13.  Accelerometers are defined as acceleration sensors that measure the non-gravitational linear acceleration along their sensitive axis.  F=m*a …(2)  F=k*x …(3) Where: F= force m= mass a=acceleration x= displacement 01/27/15 13
  • 14.  In this way X α A ………(4) Figure 4: basic sturcture of accelerometer [8] 01/27/15 14
  • 16.  A gyroscope is a device for measuring of maintaining orientation based on the principle of angular momentum(rotation momentum) Figure 6: Gyroscope 01/27/15 16
  • 17.  Uses Coriolis effect using vibrating elements ▪ Fc -Force m -mass w -angular velocity v –velocity Figure 7: Coriolis effect [10] 01/27/15 17
  • 19. Figure 8: types of errors 01/27/15 19
  • 20. Figure 9: Relationship between the output voltage of the accelerometer(gyro) and the measured force(angular rate) [10]. 01/27/15 20
  • 21. ….(5) ….(6) Where: a = true specific force vector ω = body frame rotation rate vector b = bias vector S = scale factor matrix N = non-orthogonality error matrix η = non-deterministic accelerometer errors 01/27/15 21
  • 22.  Six Position Static Test  Improved Six Position Static Test  Multi-Position Calibration Method 01/27/15 22
  • 23. …(7) …(8) …(9) ..(10) 01/27/15 23 Where, = sensor measurement when sensitive axis is pointed upward. = sensor measurement when the sensitive axis is pointed downwards
  • 24. ….(11)  the ideal accelerations would be measured as: …(12)01/27/15 24
  • 25. The raw output of the sensors (in volts) constitutes the matrix Y: …(13) 01/27/15 25
  • 26.  Using the least squares method as follows: …(14) 01/27/15 26
  • 28. Figure 10: Misalignment to n-frame [23]. 01/27/15 28
  • 29. General calibration model as below for accelerometer : …(17) By using the same methodology, we can derive the general model for the gyros as: …(18) Where ωe is the true Earth rotation rate. 01/27/15 29
  • 30. Rotation matrix: , Ry …(19) The non-orthogonality of the z axis can be expressed by two consecutive rotations; rotation about the x axis by θzx and about the y axis by θzy. …(20) 01/27/15 30
  • 31. ... (21)  The accelerometers on the IMU axes sense the following values: . .. ..(22) 01/27/15 31
  • 32.  Inclusion of the major errors, bias and scale factor error, into the IMU data is done by the equation below: ..(23)  Where Ya , b, a ,s IMU observation, bias and scale factor error, respectively, for the accelerometer and i = x, y and z. 01/27/15 32
  • 33.  The observation equations for the accelerometer sensors on the IMU axis triad will be obtained as below: ...(24) 01/27/15 33
  • 34.  The true values for the specific force vector components are found as: (25) 01/27/15 34
  • 35. 01/27/15 35 calibration models for gyroscope and accelerometer errors: …(26)
  • 36.  The XSENS 300 MTi-G is an integrated GPS and Inertial Measurement Unit (IMU).  Small size,  Weight,  Low cost and low complexity in use  wide range of interface options  XSENS 300 MTi-G gives output if it is rotated in three dimension space. 01/27/15 36
  • 37. 01/27/15 Figure 11: XSENS 300 MTi-G. 37
  • 38. 01/27/15 38 Figure 12 : MT Manager showing a 3D view of an MTi-G-700 GPS/INS.
  • 39. 01/27/15 39 Figure 13: MT Manager showing inertial data of an MTi-G-700 GPS/INS.
  • 40.  Navigation  Use in quadcopter  Tracking  Robotics  Aircraft 01/27/15 40
  • 41.  We estimate the value of bias, scale and non-orthogonality errors.  By using these methods we will get an error less IMU sensor. 01/27/15 41
  • 42.  To calibrate the INS by optimization  To evaluate the contribution of the calibration and stochastic error modeling with thermal compensation  Investigation of a general model including both deterministic and stochastic noise terms 01/27/15 42
  • 43.  [1] M. Li, A.I. Mourikis, ''3-D Motion Estimation and Online Temporal Calibration for Camera-IMU Systems,'' Proceedings of the IEEE International Conference on Robotics and Automation (ICRA), Karlsruhe, Germany, May 2013.  [2] M. Li, B. Kim, A.I. Mourikis, ''Real-time Motion Tracking on a Cellphone using Inertial Sensing and a Rolling Shutter Camera,'' Proceedings of the IEEE International Conference on Robotics and Automation (ICRA), Karlsruhe, Germany, May 2013.  [3] M. Li, A.I. Mourikis, ''Optimization-Based Estimator Design for Vision-Aided Inertial Navigation,'' Proceedings of the Robotics: Science and Systems Conference (RSS), Sydney, Australia, July 2012.  [4] M. Li, A.I. Mourikis, ''High-Precision, Consistent EKF-based Visual-Inertial Odometry,'' International Journal of Robotics Research (IJRR), Volume 32, No 6, May 2013.  [5] M. Li, A.I. Mourikis, ''Vision-aided Inertial Navigation with Rolling-Shutter Cameras,'' International Journal of Robotics Research (IJRR). 01/27/15 43
  • 44.  [6] S. Thomas, The Last Navigator: "A Young Man, An Ancient Mariner, the Secrets of the Sea", McGraw-Hill, New York, 1997.  [7] Adem G. Hayal, "Static Calibration of Tactical Grade Inertial Measurement Units", Geodetic Science Report No. 496, The Ohio State University Columbus, Ohio 43210, Sep 2008.  [8] Priyanka Aggarwal, Zainab Syed, Aboelmagd Noureldin, Naser El-Sheimy, "MEMS Based Integrated Navigation", GNSS Technology and Application Series, ISBN-13: 978-1-60807-043-5, 2010.  [9] Hofmann-Wellenhof, B., Lichtenegger, H., and Collins, J., "GPS Theory and Practice", Fifth Edition, Austria: Springer, 2004.  [10] Grewal, M.S., Weill, L., and Andrews, A.P., "Global Positioning Systems, Inertial Navigation, and Integration", Second Edition, New Jersey: John Wiley & Sons, 2007. 01/27/15 44
  • 45.  [11] CLAUDIA C. MERUANE NARANJO, "Analysis and Modeling of MEMS based Inertial Sensors", Signal Processing, School of Electrical Engineering, XR-EE-SB 2008:011, Stockholm 2008.  [12] Lotters J C, Schipper J, Veltink P H, Olthuis W and Bergveld P, "Procedure for in-use calibration of triaxial accelerometers in medical application", Sensors Actuators A68221–8, 1998.  [13] N. El-Sheimy, S. Nassar and A. Noureldin, "Wavelet De-Noising for IMUAlignment", IEEE Aerospace and Electronics Systems Magazine, vol. 19, pp. 32- 39, Oct. 2004.  [14] Aggarwal, P., et al., "A Standard Testing and Calibration Procedure for Low Cost MEMS Inertial Sensors and Units", Journal of Navigation, Vol. 61, No. 2, 2007, pp. 323– 336.  [15] Hou, H., and El-Sheimy, N., "Inertial Sensors Errors Modeling Using Allan Variance," Proceedings of ION GNSS 2003, Portland, Oregon, Sept. 9–12, 2003.  [16] Hide, C.D., Integration of GPS and Low Cost INS Measurements, Ph.D. thesis, Institute of Engineering, Surveying and Space Geodesy, University of Nottingham, U.K., 2003. 01/27/15 45
  • 46.  [17] CLAUDIA C. MERUANE NARANJO, "Analysis and Modeling of MEMS based Inertial Sensors", Signal Processing, School of Electrical Engineering, XR-EE-SB 2008:011, Stockholm 2008.  [18] El-Sheimy N, " Inertial Techniques and INS/DGPS Integration", Dept. of Geomatics Enggineering., University of Calgary, Calgary, Canada, 2003.  [19] Ren Wei Zhang Tao, Zhang Hai-yun, Wang Lei-gang, Zhaou Yong-jie, Luan Mengkai, Liu Hui-feng, Shi Jing-wei,"A Research on Calibration of Low-Precision MEMS Inertial Sensors", 25th Chinese Control and Decision Conference (CCDC), 2013.  [20] P. Aggarwal, Z. Syed, X. Niu, and N. El-Sheimy, "A standard testing and calibration procedure for low cost MEMS inertial sensors and units," Journal of navigation, vol. 61, pp. 323-336, 2008.  [21] Titterton, D. H. and Weston, J. L. (1997). "Strapdown Inertial Navigation Technology". Peter Peregrinus Ltd, UK. 01/27/15 46
  • 47.  [22] Niu X, “Micromachined Attitude Measurement Unit with Application in Satellite TV Antenna Stabilization”, PhD Dissertation, Department of Precision Instruments and Machinery, Tsinghua University, 2002.  [23] Shin E-H and El-Sheimy N, "A New calibration Method for Strapdown Inertial Navigation Systems", Z. Vermess, 127 1-10, 2002.  [24] Lawrence C. Ng and DarryII J. Pines. (1997), "Characterization of Ring Laser Gyro Performance Using the Allan Variance Method" , Journal of Guidance, Control, and Dynamics, Vol. 20, No. 1: Engineering Notes, p 211 -214. January - February, 1997.  [25] IEEE Std 952, "IEEE Standard Specification Format Guide and Test Procedure for Single- Axis Interferometric Fiber Optic Gyros", 1997.  [26] IEEE Std 1293, "IEEE Standard Specification Format Guide and Test Procedure for Linear, Single-Axis, Non-gyroscopic Accelerometers", 1998.  [27] I. Skog and P. H¨ and el, "Calibration of a MEMS inertial measurement unit", in XVII IMEKO World Congress, 2006.  [28] Oliver J. Woodman," An introduction to inertial navigation". University of Cambridge 2007. 01/27/15 47