Blind Source Separation For Full-Duplex Systems: Potential and Challenges
نویسندگان
چکیده
Full-duplex communications systems that transmit and receive simultaneously suffer self-interference due to the mixing of transmitted signal weaker received at same node. The problem becomes compounded in Multi-Input Multi-Output (MIMO) systems, where considerable overhead is dedicated training. In this article, we discuss using blind source separation techniques, namely Independent Component Analysis (ICA) reduce training MIMO in-band full-duplex wireless communication systems. Practical limitations are discussed experimental results compare ICA traditional Least Square approaches presented, showing superiority ICA, especially low SNR regimes.
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ژورنال
عنوان ژورنال: IEEE open journal of the Communications Society
سال: 2021
ISSN: ['2644-125X']
DOI: https://doi.org/10.1109/ojcoms.2021.3086105