Search Results for author: Honglei Chen

Found 3 papers, 1 papers with code

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

1 code implementation5 May 2024 Ruxin Zheng, Shunqiao Sun, Hongshan Liu, Honglei Chen, Mojtaba Soltanalian, Jian Li

Recent advancements in Deep Learning (DL) for Direction of Arrival (DOA) estimation have highlighted its superiority over traditional methods, offering faster inference, enhanced super-resolution, and robust performance in low Signal-to-Noise Ratio (SNR) environments.

Super-Resolution

Spiking Wavelet Transformer

no code implementations17 Mar 2024 Yuetong Fang, Ziqing Wang, Lingfeng Zhang, Jiahang Cao, Honglei Chen, Renjing Xu

Spiking neural networks (SNNs) offer an energy-efficient alternative to conventional deep learning by mimicking the event-driven processing of the brain.

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

no code implementations14 Sep 2023 Ruxin Zheng, Shunqiao Sun, Hongshan Liu, Honglei Chen, Jian Li

We introduce an interpretable deep learning approach for direction of arrival (DOA) estimation with a single snapshot.

Compressive Sensing

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