Title | ||
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Model-Driven Learning for Generic MIMO Downlink Beamforming With Uplink Channel Information |
Abstract | ||
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Accurate downlink channel information is crucial to the beamforming design, but it is difficult to obtain in practice. This paper investigates a deep learning-based optimization approach of the downlink beamforming to maximize the system sum rate, when only the uplink channel information is available. Our main contribution is to propose a model-driven learning technique that exploits the structure... |
Year | DOI | Venue |
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2022 | 10.1109/TWC.2021.3111843 | IEEE Transactions on Wireless Communications |
Keywords | DocType | Volume |
Array signal processing,Downlink,Channel estimation,Uplink,Deep learning,Wireless communication,Optimization | Journal | 21 |
Issue | ISSN | Citations |
4 | 1536-1276 | 1 |
PageRank | References | Authors |
0.36 | 0 | 5 |
Name | Order | Citations | PageRank |
---|---|---|---|
Juping Zhang | 1 | 7 | 2.12 |
Minglei You | 2 | 27 | 4.98 |
Gan Zheng | 3 | 2199 | 115.78 |
Ioannis Krikidis | 4 | 3348 | 180.98 |
Liqiang Zhao | 5 | 257 | 33.36 |