Application of Deep Learning to Sphere Decoding for Large MIMO Systems

IEEE Transactions on Wireless Communications(2021)

引用 27|浏览21
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摘要
Although the sphere decoder (SD) is a powerful detector for multiple-input multiple-output (MIMO) systems, it has become computationally prohibitive in massive MIMO systems, where a large number of antennas are employed. To overcome this challenge, we propose fast deep learning (DL)-aided SD (FDL-SD) and fast DL-aided $K$ -bes...
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关键词
Complexity theory,MIMO communication,Detectors,Training,Reliability,Wireless communication,Phase shift keying
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