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Multi-Source Confidence Assessment-Based Adaptive Calibration for Deep-Sea Manned Submersible Integrated Navigation
Yixu Liu1, Wentao Fu1, Shengya Zhao1,2
1National Deep Sea Center, Qingdao 266237, China.
This study introduces an adaptive navigation method for manned submersibles, enhancing reliability in deep-sea environments. The new approach significantly reduces position errors, even with data anomalies, improving submersible navigation safety.
Area of Science:
- Marine Engineering
- Robotics and Control Systems
- Underwater Navigation
Background:
- Manned submersible navigation systems face reliability challenges in complex deep-sea environments.
- Accurate positioning is critical for mission success and safety in underwater operations.
Purpose of the Study:
- To develop an adaptive fusion navigation method for manned submersibles.
- To enhance navigation system reliability using multi-dimensional confidence assessment.
Main Methods:
- Proposed a four-dimensional evaluation framework for Ultra-Short Baseline (USBL) positioning systems.
- Incorporated signal quality, geometric precision, environmental attenuation, and data stability into the assessment.
- Implemented an adaptive weight adjustment mechanism based on real-time reliability assessment.
Main Results:
- Achieved an average position error of 1.15 m under harsh conditions with anomalies and data loss.
- Demonstrated a 53.1% improvement over conventional methods in position accuracy.
- Showcased a 58.9% enhancement in scenarios with jump point anomalies.
Conclusions:
- The proposed method significantly improves the navigation reliability of manned submersibles in complex underwater acoustic environments.
- The adaptive fusion navigation approach offers substantial engineering application value for deep-sea exploration.
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