An Optimization-Based Initial Alignment and Calibration Algorithm of Land-Vehicle SINS In-Motion.
Kang Gao1, Shunqing Ren2, Xijun Chen3
1Space Control and Inertial Technology Research Center, Harbin Institute of Technology, Harbin 150080, China. condi_gk@163.com.
Sensors (Basel, Switzerland)
|July 1, 2018
Summary
This study presents a new self-calibrating algorithm for land vehicle navigation systems using Inertial Measurement Units (IMUs) and odometers. The method achieves accurate attitude alignment and sensor calibration without prior information, outperforming existing techniques.
Area of Science:
- Robotics and Autonomous Systems
- Navigation and Control Systems
- Sensor Fusion
Background:
- Strapdown Inertial Navigation Systems (SINS) for land vehicles require simultaneous self-calibration and attitude alignment.
- Existing methods often need prior information about attitude or sensor noise, limiting their applicability.
Purpose of the Study:
- To develop a complete alignment algorithm for land vehicle navigation using Inertial Measurement Units (IMUs) and an odometer.
- To enable simultaneous self-calibration of the odometer scale factor and IMU misalignment angle.
- To achieve self-initialization and calibration without prior attitude or sensor noise data.
Main Methods:
- A novel self-calibration algorithm based on global observability analysis.
- An optimal algorithm for initial alignment and calibration to estimate attitude and system parameters.
- Integration of IMUs and odometer data for enhanced navigation.
Main Results:
- The proposed algorithm demonstrates superior performance compared to the extended Kalman filter (EKF) during oscillating attitude motions.
- Computer simulations validate the effectiveness of the self-initialization and calibration capabilities.
- Vehicle tests confirm the practical advantages and robustness of the new algorithm.
Conclusions:
- The developed algorithm provides a robust solution for simultaneous attitude alignment and self-calibration in land vehicle SINS.
- It eliminates the need for prior sensor information, making it highly practical for real-world applications.
- The method offers significant performance improvements over traditional approaches, especially in dynamic scenarios.
Keywords:
extended Kalman filter (EKF)initial alignmentodometeroptimized estimatestrapdown inertial navigation system (SINS)More Related Videos
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