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Implementation of the Digital QS-SVM-based Beamformer on an FPGA Platform. (arXiv:2211.01763v1 [cs.NI])
Nov. 4, 2022, 1:12 a.m. | Somayeh Komeylian, Christopher Paolini
cs.LG updates on arXiv.org arxiv.org
To address practical challenges in establishing and maintaining robust
wireless connectivity such as multi-path effects, low latency, size reduction,
and high data rate, the digital beamformer is performed by the hybrid antenna
array at the frequency of operation of 10 GHz. The proposed digital beamformer,
as a spatial filter, is capable of performing Direction of Arrival (DOA)
estimation and beamforming. The most well-established machine learning
technique of support vector machine (SVM) for the DoA estimation is limited to
problems with …
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