TY - JOUR
T1 - Energy-Efficient Interactive Beam Alignment for Millimeter-Wave Networks
AU - Hussain, Muddassar
AU - Michelusi, Nicolo
N1 - Funding Information:
Manuscript received May 16, 2018; revised October 8, 2018; accepted November 26, 2018. Date of publication December 11, 2018; date of current version February 11, 2019. This work was supported by NSF under Grant CNS-1642982. This paper was presented in part at the 52nd Asilomar Conference on Signals, Systems and Computers, October 2018 [1]. The associate editor coordinating the review of this paper and approving it for publication was L. K. Rasmussen. (Corresponding author: Nicolo Michelusi.) The authors are with the School of Electrical and Computer Engineering, Purdue University, West Lafayette, IN 47907 USA (e-mail: hussai13@purdue.edu; michelus@purdue.edu).
Publisher Copyright:
© 2002-2012 IEEE.
PY - 2019/2
Y1 - 2019/2
N2 - Millimeter-wave will be a key technology in next-generation wireless networks thanks to abundant bandwidth availability. However, the use of large antenna arrays with beamforming demands precise beam alignment between the transmitter and the receiver and may entail huge overhead in mobile environments. This paper investigates the design of an optimal interactive beam alignment and data communication protocol, with the goal of minimizing power consumption under a minimum rate constraint. The base station selects beam alignment or data communication and the beam parameters, based on the feedback from the user end. Based on the sectored antenna model and uniform prior on the angles of departure and arrival (AoD/AoA), the optimality of a fixed-length beam-Alignment phase followed by a data-communication phase is demonstrated. Moreover, a decoupled fractional beam-Alignment method is shown to be optimal, which decouples the alignment of AoD and AoA over time, and iteratively scans a fraction of their region of uncertainty. A heuristic policy is proposed for non-uniform prior on AoD/AoA, with provable performance guarantees, and it is shown that the uniform prior is the worst-case scenario. The performance degradation due to detection errors is studied analytically and via simulation. The numerical results with analog beams depict up to 4dB, 7.5dB, and 14dB gains over a state-of-The-Art bisection method and conventional and interactive exhaustive search policies, respectively, and demonstrate that the sectored model provides valuable insights for beam-Alignment design.
AB - Millimeter-wave will be a key technology in next-generation wireless networks thanks to abundant bandwidth availability. However, the use of large antenna arrays with beamforming demands precise beam alignment between the transmitter and the receiver and may entail huge overhead in mobile environments. This paper investigates the design of an optimal interactive beam alignment and data communication protocol, with the goal of minimizing power consumption under a minimum rate constraint. The base station selects beam alignment or data communication and the beam parameters, based on the feedback from the user end. Based on the sectored antenna model and uniform prior on the angles of departure and arrival (AoD/AoA), the optimality of a fixed-length beam-Alignment phase followed by a data-communication phase is demonstrated. Moreover, a decoupled fractional beam-Alignment method is shown to be optimal, which decouples the alignment of AoD and AoA over time, and iteratively scans a fraction of their region of uncertainty. A heuristic policy is proposed for non-uniform prior on AoD/AoA, with provable performance guarantees, and it is shown that the uniform prior is the worst-case scenario. The performance degradation due to detection errors is studied analytically and via simulation. The numerical results with analog beams depict up to 4dB, 7.5dB, and 14dB gains over a state-of-The-Art bisection method and conventional and interactive exhaustive search policies, respectively, and demonstrate that the sectored model provides valuable insights for beam-Alignment design.
KW - Markov decision process
KW - Millimeter-wave
KW - beam-Alignment
KW - initial access
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U2 - 10.1109/TWC.2018.2885041
DO - 10.1109/TWC.2018.2885041
M3 - Article
AN - SCOPUS:85058666509
SN - 1536-1276
VL - 18
SP - 838
EP - 851
JO - IEEE Transactions on Wireless Communications
JF - IEEE Transactions on Wireless Communications
IS - 2
M1 - 8573158
ER -