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A Novel MEMS Gyroscope In-Self Calibration Approach
Qifan Zhou1, Guizhen Yu1, Huazhi Li1
1School of Transportation Science and Engineering, Beihang University, Beijing 100191, China.
This study introduces a novel, low-cost self-calibration method for micro-electro-mechanical system (MEMS) gyroscopes using only hand rotation. The Kalman filter approach effectively estimates sensor errors without external equipment, offering a promising solution for MEMS gyroscope calibration.
Area of Science:
- Engineering
- Instrumentation
- Sensor Technology
Background:
- Traditional calibration of micro-electro-mechanical system (MEMS) gyroscopes often requires expensive, high-precision external equipment.
- Low-cost MEMS gyroscopes suffer from various errors, including bias, scale factor, and non-orthogonal errors, hindering their widespread application.
Purpose of the Study:
- To develop a novel, low-cost, and self-contained calibration method for hand-held MEMS gyroscopes.
- To eliminate the need for external high-precision calibration equipment.
- To accurately estimate gyroscope sensor errors through user-induced motion.
Main Methods:
- A Kalman filter-based algorithm was designed for gyroscope in-self calibration.
- System observability analysis was performed to determine optimal dynamic rotating conditions for error estimation.
- User hand rotation was utilized as the dynamic input for calibration.
- Simulated and practical experiments were conducted to validate the algorithm.
Main Results:
- The Kalman filter effectively estimated gyroscope bias error, scale factor error, and non-orthogonal error.
- Derived dynamic rotating conditions ensure sensor error observability.
- Experimental results validated the proposed calibration algorithm's effectiveness.
- The method demonstrated promising performance for low-cost MEMS gyroscope calibration.
Conclusions:
- The presented self-calibration approach offers a viable and cost-effective solution for MEMS gyroscopes.
- Hand-rotation-based calibration is feasible and accurate for addressing sensor errors.
- This method significantly reduces reliance on external calibration infrastructure.
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