A Drag Model-LIDAR-IMU Fault-Tolerance Fusion Method for Quadrotors.
Pin Lyu1, Bingqing Wang2, Jizhou Lai3
1Navigation Research Center, Nanjing University of Aeronautics and Astronautics, Nanjing 210016, China. lvpin@nuaa.edu.cn.
Sensors (Basel, Switzerland)
|October 11, 2019
Summary
This study introduces a fault-tolerant state estimation method for quadrotors using an improved drag model and sensor fusion. The approach enhances velocity and position accuracy by detecting and compensating for Light Detection and Ranging (LIDAR) estimation faults.
Area of Science:
- Robotics
- Control Systems
- Aerospace Engineering
Background:
- Quadrotor state estimation is crucial for autonomous navigation.
- Traditional sensor fusion methods (e.g., LIDAR/IMU) are susceptible to sensor faults.
- Accurate drag modeling is essential for high-performance quadrotor flight dynamics.
Purpose of the Study:
- To develop a drag model-aided fault-tolerant state estimation method for quadrotors.
- To improve the accuracy and robustness of quadrotor state estimation in the presence of sensor faults.
- To enhance the performance of quadrotor navigation systems.
Main Methods:
- Improved drag model incorporating angular rate and acceleration terms related to flight maneuvers.
- Fusion of drag model, Light Detection and Ranging (LIDAR), and Inertial Measurement Unit (IMU) data using a Federal Kalman filter.
- Fault detection, isolation, and compensation for LIDAR estimation errors.
- Estimation and compensation of disturbances affecting the drag model.
Main Results:
- Enhanced accuracy in velocity and position estimation compared to traditional LIDAR/IMU fusion.
- Demonstrated robustness against LIDAR estimation faults through experimental validation.
- Successful compensation for drag model disturbances and sensor failures.
- Improved overall state estimation performance for quadrotors.
Conclusions:
- The proposed drag model-aided fault-tolerant estimation method significantly improves quadrotor state estimation accuracy and reliability.
- The integration of an enhanced drag model and fault tolerance mechanisms provides a robust solution for real-world quadrotor applications.
- This approach offers a promising direction for advancing autonomous quadrotor navigation and control systems.
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