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Measurement outlier-resistant mobile robot localization using multiple Doppler-azimuth radars under round-robin
Yanyang Lu1, Hamid Reza Karimi2, Hasan Komurcugil3
1School of Intelligent Manufacturing, Luoyang Institute of Science and Technology, Luoyang, 471023, China.
This study introduces an outlier-resistant mobile robot localization method using Doppler-azimuth radars and a round-robin protocol (R-RP). The developed estimator ensures finite-horizon H∞ performance for robust robot navigation.
Area of Science:
- Robotics
- Control Systems Engineering
- Signal Processing
Background:
- Mobile robot localization is crucial for autonomous navigation.
- Traditional methods struggle with measurement outliers and communication congestion.
- Doppler-azimuth radars offer rich data but require robust processing.
Purpose of the Study:
- To develop an outlier-resistant mobile robot localization system.
- To mitigate communication congestion using a round-robin protocol (R-RP).
- To guarantee finite-horizon H∞ performance for localization error.
Main Methods:
- Utilizing multiple Doppler-azimuth radars on the robot platform.
- Implementing a time-varying state estimator with a saturation function.
- Employing a Lyapunov function and linear matrix inequalities (LMIs) for estimator design.
- Developing a robot localization algorithm based on the devised estimator.
Main Results:
- A novel time-varying state estimator was constructed.
- Sufficient conditions for H∞ performance were established using Lyapunov analysis.
- The estimator design was achieved via solving linear matrix inequalities.
- Simulations demonstrated the effectiveness of the proposed localization algorithm.
Conclusions:
- The proposed method provides a practicable and effective solution for outlier-resistant mobile robot localization.
- The developed estimator ensures robust performance under communication constraints.
- The H∞ performance guarantee enhances the reliability of robot navigation systems.
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