On the performance of hybrid beamforming for millimeter wave wireless networks
dc.contributor.advisor
Ratnarajah, Tharmalingam
en
dc.contributor.advisor
Laurenson, David
en
dc.contributor.author
Kolawole, Oluwatayo Yetunde
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dc.contributor.sponsor
other
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dc.date.accessioned
2019-09-09T14:46:12Z
dc.date.available
2019-09-09T14:46:12Z
dc.date.issued
2019-11-28
dc.description.abstract
The phenomenal growth in the demand for mobile wireless data services is pushing the boundaries of modern communication networks. Developing new technologies that can provide unprecedented data rates to support the pervasive and
exponentially increasing demand is therefore of prime importance in wireless communications. In existing communication systems, physical layer techniques are
commonly used to improve capacity. Nevertheless, the limited available resources
in the spectrum are unable to scale up, fundamentally restricting further capacity increase. Consequently, alternative approaches which exploit both unused and
underutilised spectrum bands are highly attractive. This thesis investigates the
use of the millimeter wave (mmWave) spectrum as it has the potential to provide
unlimited bandwidth to wireless communication systems.
As a first step toward realising mmWave wireless communications, a cloud radio access network using mmWave technology in the fronthaul and access links
is proposed to establish a feasible architecture for deploying mmWave systems
with hybrid beamforming. Within the context of a multi-user communication
system, an analytical framework of the downlink transmission is presented, providing insights on how to navigate across the challenges associated with high-frequency transmissions. The performance of each user is measured by deriving
outage probability, average latency and throughput in both noise-limited and
interference-limited scenarios. Further analysis of the system is carried out for
two possible user association configurations. By relying on large antenna array
deployment in highly dense networks, this architecture is able to achieve reduced
outages with very low latencies, making it ideal to support a growing number of
users.
The second part of this work describes a novel two-stage optimisation algorithm
for obtaining hybrid precoders and combiners that maximise the energy efficiency
(EE) of a general multi-user mmWave multiple-input, multiple-output (MIMO)
interference channel network involving internet of things (IoT) devices. The hybrid transceiver design problem considers both perfect and imperfect channel
state information (CSI). In the first stage, the original non-convex multivariate
EE maximization problem is transformed into an equivalent univariate problem
and the optimal single beamformers are then obtained by exploiting the correlation between parametric and fractional programming problems and the relationship between weighted sum rate (WSR) and weighted minimum mean squared
error (WMMSE) problems. The second stage involves the use of an orthogonal
matching pursuit (OMP)-based algorithm to obtain the energy-efficient hybrid
beamformers. This approach produces results comparable to the optimal beam-forming strategy but with much lower complexity, and further validates the use
of mmWave networks in practice to support the demand from ubiquitous power-constrained smart devices.
In the third part, the focus is on the more practical scenario of imperfect CSI for
multi-user mmWave systems. Following the success of hybrid beamforming for
mmWave wireless communication, a non-traditional transmission strategy called
Rate Splitting (RS) is investigated in conjunction with hybrid beamforming to
tackle the residual multi-user interference (MUI) caused by errors in the estimated
channel. Using this technique, the transmitted signal is split into a common
message and a private message with the transmitted power dynamically divided
between the two parts to ensure that there is interference-free transmission of the
common message. An alternating maximisation algorithm is proposed to obtain
the optimal common precoder. Simulation results show that the RS transmission
scheme is beneficial to multi-user mmWave transmissions as it enables remarkable
rate gains over the traditional linear transmission methods.
Finally, the fourth part analyses the spectral efficiency (SE) performance of a
mmWave system with hybrid beamforming whilst accounting for real-life practice transceiver hardware impairments. An investigation is conducted into three
major hardware impairments, namely, the multiplicative phase noise (PN), the
amplified thermal noise (ATN) and the residual additive transceiver hardware impairments (RATHI). The hybrid precoder is designed to maximise the SE by the
minimisation of the Euclidean distance between the optimal digital precoder and
the noisy product of the hybrid precoders while the hybrid combiners are designed
by the minimisation of the mean square error (MSE) between the transmitted
and received signals. Multiplicative PN was found to be the most critical of the
three impairments considered. It was observed that the additive impairments
could be neglected for low signal-to-noise-ratio (SNR) while the ATNs caused a
steady degradation to the SE performance.
en
dc.identifier.uri
http://hdl.handle.net/1842/36117
dc.language.iso
en
dc.publisher
The University of Edinburgh
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dc.relation.hasversion
O. Y. Kolawole, S. Biswas, K. Singh and T. Ratnarajah, \Transceiver de- sign for energy-efficiency maximization in mmWave MIMO IoT Networks under minor revision, IEEE Transactions on Green Communications and Networking, Jan. 2019.
en
dc.relation.hasversion
O. Y. Kolawole, S. Vuppala and T. Ratnarajah, \Multiuser MillimeterWave Cloud Radio Access Networks With Hybrid Precoding," IEEE Systems Journal, vol. 12, no. 4, pp. 3661-3672, Dec. 2018.
en
dc.relation.hasversion
O. Y. Kolawole, A. Papazafeiropoulos and T. Ratnarajah, \A rate-splitting strategy for multi-user millimeter wave systems with imperfect CSI", In Proc. IEEE 19th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC), June, 2018.
en
dc.relation.hasversion
O. Y. Kolawole, A. Papazafeiropoulos and T. Ratnarajah, \Impact of hard- ware impairments on mmWave MIMO systems with hybrid precoding", In Proc. IEEE Wireless Communications and Networking Conference (WCNC), April, 2018.
en
dc.relation.hasversion
O. Y. Kolawole, S. Vuppala, M. Sellathurai and T. Ratnarajah, \On the Performance of Cognitive Satellite-Terrestrial Networks," IEEE Transac- tions on Cognitive Communications and Networking, vol. 3, no. 4, pp. 668-683, Dec. 2017.
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dc.subject
millimeter wave communications
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dc.subject
mmWave communications
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dc.subject
stochastic geometry
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dc.subject
hybrid beamforming
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dc.subject
two-stage optimisation algorithm
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dc.subject
Rate Splitting
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dc.title
On the performance of hybrid beamforming for millimeter wave wireless networks
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dc.type
Thesis or Dissertation
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dc.type.qualificationlevel
Doctoral
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dc.type.qualificationname
PhD Doctor of Philosophy
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