most citedAntenna Failure Resilience: Deep Learning-Enabled Robust DOA Estimation with Single Snapshot Sparse Arrays

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eess.SP2024★ 2 cited

Antenna Failure Resilience: Deep Learning-Enabled Robust DOA Estimation with Single Snapshot Sparse Arrays

Ruxin Zheng, Shunqiao Sun, Hongshan Liu +3

Recent advancements in Deep Learning (DL) for Direction of Arrival (DOA) estimation have highlighted its superiority over traditional methods, offering faster inference, enhanced s…

eess.SP2023

Interpretable and Efficient Beamforming-Based Deep Learning for Single Snapshot DOA Estimation

Ruxin Zheng, Shunqiao Sun, Hongshan Liu +2

We introduce an interpretable deep learning approach for direction of arrival (DOA) estimation with a single snapshot. Classical subspace-based methods like MUSIC and ESPRIT use sp…