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Beam Drift in Millimeter Wave Links: Beamwidth Tradeoffs and Learning Based Optimization

Zhang, J; Masouros, C; (2021) Beam Drift in Millimeter Wave Links: Beamwidth Tradeoffs and Learning Based Optimization. IEEE Transactions on Communications 10.1109/tcomm.2021.3088896. Green open access

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Abstract

Millimeter wave (mmwave) communications, envisaged for the next generation wireless networks, rely on large antenna arrays and very narrow, high-gain beams. This poses significant challenges to beam alignment between transmitter and receiver, which has attracted considerable research attention. Even when alignment is achieved, the link is subject to beam drift (BD). BD, caused by non-ideal features inherent in practical beams and rapidly changing environments, is referred to as the phenomenon that the center of main-lobe of the used beam deviates from the real dominant channel direction, which further deteriorates the system’s performance. To mitigate the BD effect, in this paper we first theoretically analyze the BD effect on the performance of outage probability as well as effective achievable rate, which takes practical factors (e.g., the rate of change of the environment, beam width, transmit power) into account. Then, different from conventional practice, we propose a novel design philosophy where multi-resolution beams with varying beam widths are used for data transmission while narrow beams are employed for beam training. Finally, we design an efficient learning based algorithm which can adaptively choose an appropriate beam width according to the environment. Simulation results demonstrate the effectiveness and superiority of our proposals.

Type: Article
Title: Beam Drift in Millimeter Wave Links: Beamwidth Tradeoffs and Learning Based Optimization
Open access status: An open access version is available from UCL Discovery
DOI: 10.1109/tcomm.2021.3088896
Publisher version: https://doi.org/10.1109/TCOMM.2021.3088896
Language: English
Additional information: This version is the author accepted manuscript. For information on re-use, please refer to the publisher's terms and conditions.
UCL classification: UCL
UCL > Provost and Vice Provost Offices > UCL BEAMS
UCL > Provost and Vice Provost Offices > UCL BEAMS > Faculty of Engineering Science
UCL > Provost and Vice Provost Offices > UCL BEAMS > Faculty of Engineering Science > Dept of Electronic and Electrical Eng
URI: https://discovery.ucl.ac.uk/id/eprint/10129924
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