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Proceedings ArticleDOI

Hybrid-beamforming-based millimeter-wave cellular network optimization

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TLDR
This paper develops a joint hybrid beamforming and congestion control algorithmic framework for mmWave network utility maximization and reveals a pseudoconvexity structure in the hybrid beamform scheduling problem, which leads to simplified analog beamforming protocol design.
Abstract
Massive MIMO and millimeter-wave communication (mmWave) have recently emerged as two key technologies for building 5G wireless networks and beyond. To reconcile the conflict between the large antenna arrays and the limited amount of radio-frequency (RF) chains in mmWave systems, the so-called hybrid beamforming becomes a promising solution and has received a great deal of attention in recent years. However, existing research on hybrid beamforming focused mostly on the physical layer or signal processing aspects. So far, there is a lack of theoretical understanding on how hybrid beamforming could affect mmWave network optimization. In this paper, we consider the impacts of hybrid beamforming on utility-optimality and queueing delay in mmWave cellular network optimization. Our contributions in this paper are three-fold: i) we develop a joint hybrid beamforming and congestion control algorithmic framework for mmWave network utility maximization; ii) we reveal a pseudoconvexity structure in the hybrid beamforming scheduling problem, which leads to simplified analog beamforming protocol design; and iii) we theoretically characterize the scalings of utility-optimality and delay with respect to channel state information (CSI) accuracy in digital beamforming.

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Citations
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Millimeter wave beamforming for wireless backhaul and access in small cell networks and practical approaches in software-defined radio

TL;DR: In this paper, an efficient beam alignment technique using adaptive subspace sampling and hierarchical beam codebooks was proposed to solve the problem of spectrum reusability and flexible prototyping radio platform using software-defined radio (SDR).
Journal ArticleDOI

An Orthogonal Hybrid Analog–Digital Multibeam Antenna Array for Millimeter-Wave Massive MIMO Systems

TL;DR: In this article, a hybrid analog-digital multibeam antenna array (MBAA) consisting of two types of 1D beamformers for two orthogonal planes, respectively, is proposed for massive multiple-input multiple-output (MIMO) communication systems at millimeter-waves.
Journal ArticleDOI

Decoupled Heterogeneous Networks With Millimeter Wave Small Cells

TL;DR: Analytical results reveal that with decoupled access, UEs are more likely to be associated with SCells in uplink when the network is sparse, and the uplink traffic will be offloaded from sub-6-GHz SCells to mm-wave SCells when thenetwork is dense.
Journal ArticleDOI

Ultra-Reliable Communication in 5G mmWave Networks: A Risk-Sensitive Approach

TL;DR: A distributed risk-sensitive reinforcement learning-based framework to jointly optimize the beamwidth and transmit power, while taking into account the sensitivity of mmWave links due to blockage is proposed.
Journal ArticleDOI

Joint Path Selection and Rate Allocation Framework for 5G Self-Backhauled mmWave Networks

TL;DR: In this paper, the problem of path selection and rate allocation for multi-hop self-backhaul millimeter wave (mmWave) networks is investigated, and a framework which selects the best paths is proposed using reinforcement learning techniques.
References
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Journal ArticleDOI

Massive MIMO for next generation wireless systems

TL;DR: While massive MIMO renders many traditional research problems irrelevant, it uncovers entirely new problems that urgently need attention: the challenge of making many low-cost low-precision components that work effectively together, acquisition and synchronization for newly joined terminals, the exploitation of extra degrees of freedom provided by the excess of service antennas, reducing internal power consumption to achieve total energy efficiency reductions, and finding new deployment scenarios.
Journal ArticleDOI

Scaling Up MIMO: Opportunities and Challenges with Very Large Arrays

TL;DR: The gains in multiuser systems are even more impressive, because such systems offer the possibility to transmit simultaneously to several users and the flexibility to select what users to schedule for reception at any given point in time.
Journal ArticleDOI

Spatially Sparse Precoding in Millimeter Wave MIMO Systems

TL;DR: This paper considers transmit precoding and receiver combining in mmWave systems with large antenna arrays and develops algorithms that accurately approximate optimal unconstrained precoders and combiners such that they can be implemented in low-cost RF hardware.
Journal ArticleDOI

An introduction to millimeter-wave mobile broadband systems

TL;DR: This article introduces a millimeter-wave mobile broadband (MMB) system as a candidate next generation mobile communication system and demonstrates the feasibility for MMB to achieve gigabit-per-second data rates at a distance up to 1 km in an urban mobile environment.
Journal ArticleDOI

Millimeter-Wave Cellular Wireless Networks: Potentials and Challenges

TL;DR: Measurements and capacity studies are surveyed to assess mmW technology with a focus on small cell deployments in urban environments and it is shown that mmW systems can offer more than an order of magnitude increase in capacity over current state-of-the-art 4G cellular networks at current cell densities.
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