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An IMM-Aided ZUPT Methodology for an INS/DVL Integrated Navigation System.
Yiqing Yao1, Xiaosu Xu2, Xiang Xu3
1Key Laboratory of Micro-Inertial Instrument and Advanced Navigation Technology, Ministry of Education, School of Instrument Science and Engineering, Southeast University, Nanjing 210096, China. yucia@sina.com.
Sensors (Basel, Switzerland)
|September 6, 2017
Summary
This study introduces an interactive multiple model (IMM)-aided zero velocity update (ZUPT) method to enhance underwater navigation accuracy. The new approach effectively integrates Inertial Navigation System (INS)/Doppler Velocity Log (DVL) data, outperforming existing methods even during DVL outages.
Area of Science:
- Robotics and Autonomous Systems
- Navigation and Positioning
- Ocean Engineering
Background:
- Inertial Navigation System (INS)/Doppler Velocity Log (DVL) integration is standard for underwater vehicle navigation.
- Underwater environments introduce errors in DVL velocity data, impacting navigation accuracy.
- Zero Velocity Update (ZUPT) technology effectively reduces INS errors in land vehicles but is challenging for underwater applications due to water currents.
Purpose of the Study:
- To propose an interactive multiple model (IMM)-aided ZUPT methodology for INS/DVL-integrated underwater navigation.
- To enhance navigation accuracy by effectively combining INS/DVL data with ZUPT principles.
- To address the limitations of direct ZUPT application in underwater environments.
Main Methods:
- Developed an IMM-aided ZUPT methodology for INS/DVL systems.
- Constructed parallel INS/DVL and INS/ZUPT models.
- Calculated model weights based on innovations and innovation covariance matrices.
- Evaluated the algorithm through simulations.
Main Results:
- The IMM-aided ZUPT solution demonstrated superior performance compared to standalone INS/DVL and INS/ZUPT solutions in underwater simulations.
- The proposed method accurately distinguished between ZUPT and non-ZUPT conditions.
- The algorithm's effectiveness was verified during simulated DVL outages.
Conclusions:
- The IMM-aided ZUPT methodology offers a significant improvement in underwater navigation accuracy for INS/DVL systems.
- This approach effectively mitigates errors caused by DVL inaccuracies and water currents.
- The proposed method provides a robust navigation solution, even under challenging conditions like DVL outages.