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Robust Direction-of-Arrival Estimation Using Zero-Crossing-Based Time Delay Measurement for Navigation in GNSS-Denied
Lin Lian1, Shenpeng Li1, Guojun Huang1
1Ordnance NCO Academy, Army Engineering University of PLA, Wuhan 430075, China.
This study compares Direction-of-Arrival (DOA) estimation methods for Long-Range Navigation-C (Loran-C) signals. Zero-Crossing-based Least Squares (ZC-LS) offers the best balance of accuracy, robustness, and real-time performance for Loran-C receivers.
Area of Science:
- Navigation systems
- Signal processing
- Geophysics
Background:
- Accurate Direction-of-Arrival (DOA) estimation is crucial for navigation systems.
- Long-Range Navigation-C (Loran-C) signals offer a potential alternative or supplement to Global Navigation Satellite Systems (GNSS).
- Ultra-Short Baseline (USBL) arrays provide a compact solution for DOA estimation.
Purpose of the Study:
- To investigate and compare DOA estimation techniques for Loran-C signals using a USBL array.
- To evaluate the performance of Correlation-based Least-Squares (Corr-LS), Zero-Crossing-based Least Squares (ZC-LS), and Multiple Signal Classification (MUSIC) algorithms.
- To determine the most suitable algorithm for compact Loran-C receivers in GNSS-challenged environments.
Main Methods:
- Implementation of two least-squares DOA estimation methods: Corr-LS and ZC-LS, based on inter-element delay measurements within the USBL array.
- Application of the Multiple Signal Classification (MUSIC) algorithm as a covariance-based DOA estimator for comparison.
- Experimental validation using Loran-C signals from three distinct transmission stations, collecting 100 valid pulse groups per station.
Main Results:
- Corr-LS exhibited the highest variance in DOA estimates, particularly with interference.
- ZC-LS demonstrated reduced variance and bias by leveraging the Loran-C waveform's zero-crossing structure.
- MUSIC provided the most concentrated azimuth estimates but incurred higher computational costs and required a well-conditioned covariance matrix.
Conclusions:
- ZC-LS offers a superior balance of angular accuracy, robustness against interference, and real-time feasibility compared to Corr-LS and MUSIC.
- The ZC-LS method is well-suited for compact Loran-C receivers.
- ZC-LS can serve as a valuable complementary navigation technology in environments with limited GNSS availability.
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