MEMS IMU Carouseling for Ground Vehicles

Microelectromechanical system (MEMS) gyroscopes have advantageous properties for orientation sensing and navigation as they are small, low cost, and consume little power. However, the significant noise at low frequencies results in large orientation errors as a function of time. Controlled physical rotation of the gyroscope can be used to remove the constant part of the gyro errors and reduce low-frequency noise. As adding motors for this would increase the system cost, it would be advantageous to attach gyros to a rotating platform that is already built in the vehicle. In this paper, we present theory and results for novel navigation systems where an inertial measurement unit (IMU) is attached to the wheel of a ground vehicle. The results show that a low-cost MEMS IMU can provide a very accurate navigation solution using this placement option.

[1]  Jarmo Takala,et al.  Application of Particle Filters for Vehicle Positioning using Road Maps , 2010 .

[2]  Gérard Lachapelle,et al.  VEHICULAR NAVIGATION IN URBAN CANYONS USING A HIGH SENSITIVITY GPS RECEIVER AUGMENTED WITH A MEDIUM-GRADE IMU , 2003 .

[3]  Dan Liao,et al.  Error compensation of an optical gyro INS by multi-axis rotation , 2012 .

[4]  Rolf Isermann,et al.  Increasing signal accuracy of automotive wheel-speed sensors by online learning , 1997, Proceedings of the 1997 American Control Conference (Cat. No.97CH36041).

[5]  Tobias Hecht,et al.  Investigation of location capabilities of four different smartphones for LBS navigation applications , 2012, 2012 International Conference on Indoor Positioning and Indoor Navigation (IPIN).

[6]  Hua Zeng,et al.  The Effect of the Vehicle Body on EM Propagation in Tire Pressure Monitoring Systems , 2012, IEEE Transactions on Antennas and Propagation.

[7]  J.M. Conrad,et al.  A survey of energy harvesting sources for embedded systems , 2008, IEEE SoutheastCon 2008.

[8]  David M. Bevly,et al.  Integrating INS Sensors With GPS Measurements for Continuous Estimation of Vehicle Sideslip, Roll, and Tire Cornering Stiffness , 2006, IEEE Transactions on Intelligent Transportation Systems.

[9]  Martti Kirkko-Jaakkola,et al.  Doppler radar and MEMS gyro augmented DGPS for large vehicle navigation , 2011, 2011 International Conference on Localization and GNSS (ICL-GNSS).

[10]  Andrei M. Shkel,et al.  What is MEMS Gyrocompassing? Comparative Analysis of Maytagging and Carouseling , 2013, Journal of Microelectromechanical Systems.

[11]  Yong Yang,et al.  Fiber-optic strapdown inertial system with sensing cluster continuous rotation , 2004 .

[12]  Wei Sun,et al.  Coarse alignment based on IMU rotational motion for Surface Ship , 2010, IEEE/ION Position, Location and Navigation Symposium.

[13]  Naser El-Sheimy,et al.  Two-Filter Smoothing for Accurate INS/GPS Land-Vehicle Navigation in Urban Centers , 2010, IEEE Transactions on Vehicular Technology.

[14]  Ahmed El-Rabbany,et al.  Temperature variation effects on stochastic characteristics for low-cost MEMS-based inertial sensor error , 2007 .

[15]  J. Takala,et al.  Bias Prediction for MEMS Gyroscopes , 2012, IEEE Sensors Journal.

[16]  Corneliu Rusu,et al.  Using a MEMS gyroscope to measure the Earth’s rotation for gyrocompassing applications , 2012 .

[17]  J. Bortz A New Mathematical Formulation for Strapdown Inertial Navigation , 1971, IEEE Transactions on Aerospace and Electronic Systems.

[18]  Bradford W. Parkinson,et al.  Cascaded Kalman Filters for Accurate Estimation of Multiple Biases, Dead-Reckoning Navigation, and Full State Feedback Control of Ground Vehicles , 2007, IEEE Transactions on Control Systems Technology.

[19]  Wei Sun,et al.  Accuracy improvement of SINS based on IMU rotational motion , 2012, IEEE Aerospace and Electronic Systems Magazine.

[20]  Feng Sun,et al.  Researching on the compensation technology of rotating mechanism error in single-axis rotation strapdown inertial navigation system , 2012, 2012 IEEE International Conference on Mechatronics and Automation.

[21]  N. I. Krobka,et al.  Differential methods of identifying gyro noise structure , 2011 .

[22]  Donald B. Percival,et al.  Wavelet variance, Allan variance, and leakage , 1995 .

[23]  Daniel N. Aloi,et al.  Comparative Performance Analysis of a Kalman Filter and a Modified Double Exponential Filter for GPS-Only Position Estimation of Automotive Platforms in an Urban-Canyon Environment , 2007, IEEE Transactions on Vehicular Technology.

[24]  Yong Yang,et al.  Fiber-optic strapdown inertial system with sensing cluster continuous rotation , 2004, IEEE Transactions on Aerospace and Electronic Systems.

[25]  R. Oboe,et al.  Exploring the Potential of MEMS Gyroscopes: Successfully Using Sensors in Typical Industrial Motion Control Applications , 2012, IEEE Industrial Electronics Magazine.

[26]  Dhasarathy Parthasarathy Energy harvesting Wheel Speed Sensor , 2012 .

[27]  D. W. Allan,et al.  Statistics of atomic frequency standards , 1966 .

[28]  Sheng Liu,et al.  Study on Electromagnetic Wave Propagation Characteristics in Rotating Environments and Its Application in Tire Pressure Monitoring , 2012, IEEE Transactions on Instrumentation and Measurement.

[29]  Jiang-ning Xu,et al.  Error analysis for SINS with different IMU rotation scheme , 2010, 2010 2nd International Asia Conference on Informatics in Control, Automation and Robotics (CAR 2010).

[30]  Elecia White,et al.  Fusion Filter Algorithm Enhancements For a MEMS GPS/IMU , 2001 .

[31]  J. J. Kappl Nonlinear Estimation Via Kalman Filtering , 1971, IEEE Transactions on Aerospace and Electronic Systems.

[32]  Jarmo Takala,et al.  Effect of Carouseling on Angular Rate Sensor Error Processes , 2015, IEEE Transactions on Instrumentation and Measurement.

[33]  Joseph A. Paradiso,et al.  Energy scavenging for mobile and wireless electronics , 2005, IEEE Pervasive Computing.

[34]  P. E. Wellstead,et al.  Analysis and redesign of an antilock brake system controller , 1997 .

[35]  T.E. Melgard,et al.  GPS signal availability in an urban area-receiver performance analysis , 1994, Proceedings of 1994 IEEE Position, Location and Navigation Symposium - PLANS'94.

[36]  P. Savage Strapdown Inertial Navigation Integration Algorithm Design Part 1: Attitude Algorithms , 1998 .

[37]  Benjamin Matthew Renkoski The effect of carouseling on MEMS IMU performance for gyrocompassing applications , 2008 .

[38]  Carl Johnson Adaptive Corrective Alignment for a Carouseling Strapdown INS , 1984, 1984 American Control Conference.

[39]  Edward S. Geller,et al.  Inertial System Platform Rotation , 1968, IEEE Transactions on Aerospace and Electronic Systems.

[40]  Fredrik Gustafsson,et al.  Particle filters for positioning, navigation, and tracking , 2002, IEEE Trans. Signal Process..

[41]  Aboelmagd Noureldin,et al.  Modeling the Stochastic Drift of a MEMS-Based Gyroscope in Gyro/Odometer/GPS Integrated Navigation , 2010, IEEE Transactions on Intelligent Transportation Systems.

[42]  Aboelmagd Noureldin,et al.  Performance Enhancement of MEMS-Based INS/GPS Integration for Low-Cost Navigation Applications , 2009, IEEE Transactions on Vehicular Technology.

[43]  W. Hernandez,et al.  Improving the response of a wheel speed sensor by using frequency-domain adaptive filtering , 2003 .

[44]  Yu-Jen Wang,et al.  System Design of a Weighted-Pendulum-Type Electromagnetic Generator for Harvesting Energy From a Rotating Wheel , 2013, IEEE/ASME Transactions on Mechatronics.

[45]  Dongxue Guan,et al.  Design of simulation and verification system for rotation strapdown inertial navigation system , 2012, 2012 IEEE International Conference on Mechatronics and Automation.

[46]  Xiaoying Gao,et al.  Research on accuracy improvement of INS with continuous rotation , 2009, 2009 International Conference on Information and Automation.

[47]  N. M. White,et al.  Harvesting energy from vehicle wheels , 2009, TRANSDUCERS 2009 - 2009 International Solid-State Sensors, Actuators and Microsystems Conference.

[48]  B. Friedland Optimum Steady-State Position and Velocity Estimation Using Noisy Sampled Position Data , 1973, IEEE Transactions on Aerospace and Electronic Systems.

[49]  Stewart M. Kohler MEMS inertial sensors with integral rotation means. , 2003 .

[50]  F Gustafsson,et al.  Particle filter theory and practice with positioning applications , 2010, IEEE Aerospace and Electronic Systems Magazine.

[51]  David M. Bevly,et al.  GNSS for Vehicle Control , 2010 .

[52]  Qingxia Li,et al.  Wheel Antenna of Wireless Sensors in Automotive Tire Pressure Monitoring System , 2007, 2007 International Conference on Wireless Communications, Networking and Mobile Computing.

[53]  Wolf-Joachim Fischer,et al.  Analysis of Antennas for Sensor Tags Embedded in Tyres , 2009 .

[54]  R.C. Anderson,et al.  Prospecting for in situ resources on the Moon and Mars using wheel-based sensors , 2005, 2005 IEEE Aerospace Conference.