Edinburgh Research Archive

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
en
dc.contributor.sponsor
other
en
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
en
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.
en
dc.subject
millimeter wave communications
en
dc.subject
mmWave communications
en
dc.subject
stochastic geometry
en
dc.subject
hybrid beamforming
en
dc.subject
two-stage optimisation algorithm
en
dc.subject
Rate Splitting
en
dc.title
On the performance of hybrid beamforming for millimeter wave wireless networks
en
dc.type
Thesis or Dissertation
en
dc.type.qualificationlevel
Doctoral
en
dc.type.qualificationname
PhD Doctor of Philosophy
en

Files

Original bundle

Now showing 1 - 1 of 1
Name:
Kolawole2019.pdf
Size:
2.35 MB
Format:
Adobe Portable Document Format

This item appears in the following Collection(s)