Low-complexity processing for mm-Wave massive MIMO

Lead Research Organisation: Queen's University Belfast
Department Name: Sch of Electronics, Elec Eng & Comp Sci

Abstract

There are more than five billion wirelessly connected mobile devices in service today, most of which are handheld terminals or mobile-broadband devices such as computers and tablets. By 2020, mobile communications data traffic is expected to increase 1,000-fold, by which time there will be an estimated 50 billion Internet-capable devices. This transition will present a formidable challenge. Improving the energy efficiency (EE) of existing telecommunication networks is not just a necessary contribution towards the fight against global warming, but with the inevitable increases in the price of energy, it is becoming also a financial imperative. Future technologies (e.g. 5G) on which these devices will operate will require dramatically higher data rates and will consume far more power, and as a consequence increase their environmental footprint. To mitigate this, significant network densification, that is increasing the number of antennas per unit area, seems inevitable. To this end, a novel technological paradigm, known as massive MIMO, considers the deployment of hundreds of low-power antennas on the base station (BS) site to provide enhanced performance, reduced energy consumption, and better reliability.

At the same time, the spectrum scarcity in the RF bands has stimulated a lot of research effort into mm-wave frequencies (30 to 300GHz). These frequencies offer numerous advantages: massive bandwidth/data rates, reduced RF interference, narrow beamwidths. The combination of the above technologies gives rise to mm-Wave massive MIMO, which is considered by many experts as the 'next big thing in wireless'. This paradigm shift avails of the vast available bandwidth at mm-frequencies, smaller form factors than designs implemented at current frequencies, reduced RF interference, channel orthogonality, and large beamforming/multiplexing gains. Yet, the practical design of mm-Wave massive MIMO faces many fundamental challenges, in respect of total energy consumption, circuitry cost, digital signal processing among others. In the context of the project, we envision a mm-wave massive MIMO topology performing a fraction of processing in the baseband (digital) and the remaining fraction in the RF band (analogue), with a reduced number of RF chains, to effectively address most of these challenges. In addition, by deploying low-resolution (coarse) analog-to-digital converters (ADCs), we can substantially reduce the power dissipation of mm-Wave massive MIMO transceivers.

This visionary project will investigate the realisable potential of hybrid processing and 1-bit ADC quantisation. The specific project goals will be to: (a) find the optimal balance between analogue and digital processing for future MIMO configurations in order to maximise the end-to-end EE and experimentally validate the proposed solution, and; (b) investigate the realisable potential of 1-bit ADC quantisation and the channel estimation/resource allocation challenges it induces.

By bringing together a world leading research team with expertise in communications engineering, signal processing, microwave engineering and antenna theory, and with the technical support of the biggest telecom equipment manufacturer in the world, Huawei Technologies Ltd, we will devise scalable low-complexity, low-power solutions suitable for the new generation of BS. We will investigate the algorithms and hardware that will optimise the performance of future BS to precisely meet performance and QoS targets, allied to minimum energy consumption. The application of the project results will contribute to the reduction of the ICT sector's contribution to global warming, through reduced power consumption and improved EE of future BSs. It will also influence many dynamic economical sectors within the UK: telecom equipment manufacturing, telecom operators, positioning systems, surveillance sector, smart cities, e-health, military equipment and automotive companies.

Planned Impact

Wireless communications, together with its underlying applications, is amongst today's most active areas of technology development, with the demand for data-rates expected to continue to grow substantially for the foreseeable future. Mobile communications data traffic is expected to increase 1,000 fold by 2020, by which time there will be an estimated 50 billion Internet-capable devices. These forecasts have dictated the development of 5G enabling technologies. Although the UK played an active role in the creation of 2G (GSM) cellular standards, it has increasingly fallen behind in succeeding generations 3G and 4G standards. For the UK to maintain its leading position in this area of research and development, new energy-efficient technologies need to be developed which should deliver remarkably higher data rates compared to today's systems. This projects aims to investigate a novel technological paradigm, namely mm-Wave massive MIMO, which represents a fundamentally different way we see things in terms of electronics, communication theory, microwave engineering. The project will influence broad communities and facilitate the development of vibrant businesses around the proposed technology. The following list summarises potential beneficiaries:

1) The results of the project, through its successful implementation, will make an important contribution to the UK's economical status: telecom companies (vendors and operators), vehicular, Smart grid, security, positioning and surveillance. In the long run, the implementation of the research will lead to the creation of new jobs in existing and start-up companies able to exploit the benefits provided by the proven mm-Wave massive MIMO concept, thereby creating wealth and jobs, and subsequently better and more reliable services for the UK population, once fully commercially exploited.

2) The new knowledge will also be timely for standards bodies (IEEE, ITU-IMT 2020), government agencies (Ofcom), hardware manufacturers (BAE, Thales,) network operators (Vodafone-UK, O2-UK) and network optimisers (Keima), which are currently investing an extensive amount of resources into 5G-oriented research, in order to deliver unprecedented and ubiquitous data rates to billions of users. It is expected that the outcomes of the project will help these authorities to reap the theoretical benefits of deploying a massive number of antennas at future base-stations to serve the UK citizens.

3) Given the scarcity of bandwidth, moving to higher frequencies is a very promising choice. Such a transition will enable the development of new applications, such as wireless cloud computing, HDTV, video streaming, wireless docking stations, and 3D gaming. Referring to the former application, the biggest bottleneck at the moment is that 90% of the WCC's power consumption (approximately 38TWh in 2015) is attributable to wireless access network technologies (4G LTE and WiFi), whilst datacentres account for only 9% (circa 4TWh). Hence, we envision that the proposed technological paradigm will contribute significantly towards the reduction of the energy consumption of wireless networks while maintaining their implementation cost to affordable levels.

4) Last but not least, one of the project's main objectives is to minimise the power consumption of wireless networks and improve their energy efficiency. We recall that the ICT sector is said to account for 2-2.5% of the world total of CO2 emissions, while the environmental footprint of newly industrialised nations, such as China and India, is becoming alarmingly large. As the ICT industry is growing faster than the rest of the economy, this share may well increase over time. Thus, it is of paramount importance to suggest novel solutions for improving the energy efficiency of wireless networks. This project aligns squarely with this vision, since mm-Wave massive MIMO is a key enabler of future 'green' networks while delivering unprecedented data rates.
 
Description The most significant achievements of the project thus far are: (1) Characterisation of the end-to-end performance of point-to-point, and multiuser hybrid beamforming systems with lens antenna arrays and RF switching architectures. (2) In line with (1), novel theoretical solutions are designed to maximize the resulting performance, considering practical hardware imperfections and other system-level constraints. (3) We have developed two end-to-end high performance and low-complexity lens based beamformers for operation at 28GHz. The first topology consists of a constant dielectric material with antenna-feeds and is designed for multi-beam operation. It is shown via practical measurements that that the constant-dielectric lens based beamformer solution is simple, yet significantly outperforms conventional antenna array beamformers with analog phase shifter networks, thereby making it a promising candidate for future hybrid massive MIMO systems. The second topology that has been developed in this project is a two-stage Rotman lens based uniform rectangular array (URA) beamformer, which represents a low-complexity and low-cost RF front-end solution for hybrid mmWave MIMO base stations. This geometry eliminates the need for lossy analog phase-shifters. The beamformer is capable of steering in both azimuthal and elevation planes depending upon the excitation of a particular RF chain. This solution attempts to find the best trade-off between cost, complexity and performance of mmWave base station receiver. (5) Most recently, we have looked into the potential of orbital angular momentum (OAM) systems, that can provide additional multiplexing and higher spectrum efficiency, e.g. Tbps data rate is aimed with OAM channels multiplexed in the free space backhaul transmission. (5) In terms of publications, we have, to date, managed to publish a total of 45 papers in prestigious venues, such as IEEE Transactions on Microwave Theory and Techniques, IEEE Transactions on Communications and IEEE Communications Magazine. The aforementioned tasks were carried out in a timely fashion as per the proposed timeline of the project.
Exploitation Route The findings in (3) have already attracted significant research and industrial interest, since they represent the first-ever low-complexity array topology for operation at 28GHz without analog phase shifters. This is manifested by the team's recent international recognition that won the prestigious 2019 Mobile World Congress Grand Challenge for the best innovation in mobile technologies in the world. It is anticipated that the developed low-complexity beamformers can be further optimised by other research groups after 2020 when the 5G technologies at higher frequencies are put forward for standarisation.
Sectors Aerospace, Defence and Marine,Digital/Communication/Information Technologies (including Software),Electronics

URL https://www.qub.ac.uk/ecit/CWI/
 
Description The first version of our prototypes was developed according to the timescale in December 2018. This was one of the very few prototypes in the world demonstrating 5G cellular access at mmWave spectrum. The next and an enhanced capability prototype was developed before June 2019. It draws significant attention from the local and international mobile industry (equipment vendors, hardware developers and mobile operators), other universities, and technology-focused government departments. By delivering the prototype, we aim to inform the aforementioned stakeholders about the limits and capabilities of 5G cellular systems. We still anticipate further research efforts in the design/test and build cycle before we converge on an agreement on the best achievable capabilities. The impact of our prototypes is diverse: It will enable the ubiquitous connectivity of UK citizens in the 5G era (2021 and beyond) by delivering unprecedented data rates; it will inform the telecom equipment manufacturers, vendors, mobile and broadband service providers, regulators, such as Ofcom, Alpha Wireless, Amphenol, Cobham etc, about the challenges that need to be addressed in the foreseeable future and finally it will contribute to the global fight against CO_2 emissions by reducing the power consumption of future mmWave cellular topologies.
Sector Aerospace, Defence and Marine,Digital/Communication/Information Technologies (including Software),Electronics
Impact Types Societal,Economic

 
Description Beyond Massive MIMO: Living at the Interface of Electromagnetics and Information Theory
Amount € 1,997,796 (EUR)
Organisation European Research Council (ERC) 
Sector Public
Country Belgium
Start 06/2021 
End 05/2026
 
Description Fundamentals of millimeter wave channels: Application to 5G beamforming design
Amount £4,846 (GBP)
Funding ID DVF/1617/6/29 
Organisation Royal Academy of Engineering 
Sector Charity/Non Profit
Country United Kingdom
Start 06/2017 
End 07/2017
 
Description Royal Academy of Engineering/The Leverhulme Trust Senior Research Fellowship
Amount £48,068 (GBP)
Funding ID LTSRF1718/14/2 
Organisation Royal Academy of Engineering 
Sector Charity/Non Profit
Country United Kingdom
Start 10/2018 
End 09/2019
 
Description US-IRELAND RESEARCH AND DEVELOPMENT PARTNERSHIP
Amount £985,000 (GBP)
Funding ID USI 134 
Organisation Department for the Economy, Northern Ireland 
Sector Public
Country United Kingdom
Start 12/2019 
End 03/2022
 
Description Beamforming design for mm-wave applications 
Organisation Huawei Technologies
Country China 
Sector Private 
PI Contribution The project members have been systematically collaborated with Dr. George C. Alexandropoulos, who is a Senior Research Engineer at the Mathematical and Algorithmic Sciences Lab, Paris Research Center, Huawei Technologies France SASU. The main focus of this collaboration is on the performance analysis of lens array topologies, which are very suitable for millimeter-wave systems with massive antennas. Our research team has contributed in the theoretical modeling of the lens topologies, design of RF switching, mathematical analysis and system-level simulations. Our analysis has covered the two prominent lens topologies, namely flat lens and Rotman lens which show inherently different behavior and robustness against hardware imperfections.
Collaborator Contribution Our research partner has contributed to the modeling of RF switching imperfections that represent the performance bottleneck of lens-based topologies. In general, the leakage of electromagnetic energy due to these imperfections can cause substantial degradation in the theoretically predicted throughput. During November 2017, Dr Harsh Tataria visited the Mathematical and Algorithmic Sciences Lab, Paris Research Center and spent 1.5 working day with Dr Alexandropoulos . As an immediate result of this visit, we were able to quantify, for the first time ever, the precise Impact of processing and switching errors in lens based massive MIMO systems. To the best of our knowledge, such an analysis is disruptive as it showcases that lens topologies are quite sensitive to switching errors.
Impact 1. H. Tataria, M. Matthaiou, P. J. Smith, G. C. Alexandropoulos and V. F. Fusco, "Uplink interference analysis with RF switching for lens-based millimeter-wave systems," to appear Proc. IEEE International Conference on Communications (ICC), May 2018. 2. H. Tataria, M. Matthaiou, P. J. Smith, G. C. Alexandropoulos and V. F. Fusco, "Impact of processing and switching errors in lens based massive MIMO systems," submitted to IEEE International Workshop on Signal Processing Advances in Wireless Communications (SPAWC), June 2018 (Invited paper).
Start Year 2017
 
Description Low-complexity Beamformers for mmWave small-cell radio- Amphenol Technology 
Organisation Amphenol
Department Amphenol Antenna Solutions
Country United States 
Sector Private 
PI Contribution Development of low-complexity mmWave radio front-end hardware that is practically viable for deployment in small-cells.
Collaborator Contribution Finding lead customers for the hardware that we have developed by presenting a 3D printed moke-up hardware to the triple play industrial partners.
Impact - Electronic ISSN: 2154-0225, Print on Demand(PoD) ISSN: 2154-0217. - List of mmWave front-end specifications required by the industry by the end of the year 2019.
Start Year 2019
 
Title Low Complexity Constant-dielectric Lens based mmWave Beamformer 
Description A high performance and low-complexity lens based beamformer consisting of constant dielectric material with antenna-feeds is designed for multi-beam operation. A prototype is developed based on the classical synthesis approach, and in line with the requirements of mmWave hybrid multi-user multiple-input multiple-output (MU-MIMO) systems. A characterization at 28 GHz is performed wherein uplink signal-to-noise-ratio of user terminals is evaluated with the zero-forcing (ZF) baseband signal processing. Radiation performance of a single source beamformer is measured in an anechoic environment and end-to-end ergodic sum spectral efficiency performance is estimated based on the measured data. It is shown that the constant-dielectric lens based beamformer solution is simple, yet significantly outperforms conventional antenna array beamformers with analog phase shifter networks, making it a promising candidate for future hybrid massive MIMO systems. 
Type Of Technology New/Improved Technique/Technology 
Year Produced 2018 
Impact Measurement results depict the superiority of the constant-dielectric lens in terms of complexity, development cost and performance. The capacity gains acquired with the proposed solution, when coupled to the mechanical and thermal properties of the lens beamformer, suggest that the solution could provide a useful engineering solution for mm-wave beamforming within the 5G deployment phase. 
URL https://pure.qub.ac.uk/portal/en/publications/constantr-lens-beamformer-for-lowcomplexity-millimeter...
 
Title Two-stage Rotman Lens based mmWave Beamformer 
Description 5G NR standards are now set and deployment is on its way. Extensive research has shown that multi-input multi-output (MIMO) has the capabilities to meet the high data rate demand of 5G mobile users. Many scenarios have already been tested, but we're still facing at least 3 main challenges in optimizing mmWave massive MIMO solutions. The first challenge is the huge losses faced by the electromagnetic waves while propagating through the free space in millimetre wave frequencies, hence highly directive radiation is desirable. Second challenge is the requirement of a network of phase-shifters and power dividers to add steering capabilities is lossy and expensive in mmWave frequencies. Finally the third challenge, the theoretical principles of MIMO require each antenna to be connected separately to the baseband processing unit, making the overall system cost prohibitively high, especially when we talk about 64 or 128 element massive MIMO system. We therefore propose a two-stage Rotman lens based uniform rectangular array (URA) beamformer, as an RF front-end solution for hybrid mmWave MIMO base stations in an attempt to simultaneously facing three challenges. The Stage-1 lenses have 5 array ports and 3 beam ports. The array ports have a one-to-one connection to the 5 antenna elements in each row of the URA. Stage-2 lenses have 3 array ports and 3 beam ports. In summary, the beamformer can support a total number of 9 RF chains, corresponding to beam ports of 3 × stage-2 lenses. The beamformer is capable of steering in both azimuthal and elevation planes depending upon the excitation of a particular RF chain. This solution attempts to find the best trade-off between cost, complexity and performance of mmWave base station receiver. 
Type Of Technology New/Improved Technique/Technology 
Year Produced 2018 
Impact The beamformer design with a low noise amplifier (LNA) and mixer represents a full end-to-end mmWave hardware for cellular uplink. The basic requirements considered in developing the beamformer are in line with the ITU standards for mmWave 5G. Unlike existing solutions that require dedicated RF chains per antenna, this approach massively reduces the complexity and the cost of mmWave MIMO RF front-ends in 5G mobile networks. 
URL https://www.mwcbarcelona.com/experiences/next-gen-innovation/mobile-world-scholar-challenge/low-comp...
 
Description 5G World 2019 London 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact Telecom professional and decision-makers presented technological advancements in their respective fields.
Year(s) Of Engagement Activity 2019
 
Description Behind the Science: Michalis Matthaiou interview at NVTV 
Form Of Engagement Activity A broadcast e.g. TV/radio/film/podcast (other than news/press)
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Media (as a channel to the public)
Results and Impact Dr Matthaiou gave an interview to NVTV on his vision for 6G research.
Year(s) Of Engagement Activity 2021
URL https://www.nvtv.co.uk/shows/behind-the-science-michalis-matthaiou/
 
Description EPSRC workshop on 'Research Advances in Radio Frequency Through Millimetre Wave Radio Communications Technologies'' to celebrate 60 years of Microwave Engineering at Queen's University Belfast 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Postgraduate students
Results and Impact On the 15th of November 2018, The Centre for Wireless Innovation (CWI) at Queen's University Belfast (QUB) hosted a workshop on "Research Advances in Radio Frequency Through Millimetre Wave Radio Communications Technologies" to celebrate 60 years of Microwave Engineering at QUB. The event, which was hosted at the Institute of Electronics, Communications and Information Technology (ECIT), brought together leading international researchers to share the most recent advances in hardware, system and signal processing technologies that will advance radio communications to its next evolution.

The event was organised by Dr Matthaiou and Professor Fusco and it was a key dissemination activity of the EPSRC projects EP/N020391/1 and EP/P000673/1. A number of prolific UK academics that are currently leading EPSRC projects within the 'Digital Signal Processing'' and ''RF & Microwave Technology'' themes were invited. The list of presenters was the following:

Dr Simon Cotton, Queen's University Belfast, "Laying the Foundations for Millimetre-Wave Small Cell Networks: Channel Characteristics and Modelling"
Prof Timothy O'Farrell, The University of Sheffield, "Concurrent, Multiband Frequency Agile Receivers for 5G and Beyond Radio Access Networks"
Prof Mark Beach, University of Bristol, "Enabling Technologies for 5G and Beyond"
Dr Pei Xiao, University of Surrey, "RF Informed Polarisation Modulation Design"
Dr Mathini Sellathurai, Heriot-Watt University, "New Structures and Techniques for Hybrid Beamforming in Massive MIMO Systems"
Dr Christos Masouros, University College London, "Large scale antenna systems made practical: advanced signal processing for compact deployments [LSAS-SP]"
Prof John Thompson, University of Edinburgh, "An overview of the SERAN Research Project"
Prof Luiz A. DaSilva, Trinity College Dublin, "Virtualising Wireless"
Dr. Michalis Matthaiou, Queen's University Belfast, ''Low-complexity solutions for mm-wave massive MIMO"
15:20 ? Prof Nallanathan Arumugam, Queen Mary University of London, "Angle domain channel estimation in hybrid mmWave massive MIMO systems"

After the end of the technical presentations, all UK academics convened to discuss potential future synergies within the EPSRC ecosystem in the pre-6G era. It was agreed that the workshop has exemplified that the collective team has unique end-to-end capabilities and similar views. A further meeting was agreed to be organised in Edinburgh in January 2019.
Year(s) Of Engagement Activity 2018
URL https://www.qub.ac.uk/ecit/News/TheCentreforWirelessInnovationcelebrates60yearsofMicrowaveEngineerin...
 
Description Interview at 6G world 
Form Of Engagement Activity A press release, press conference or response to a media enquiry/interview
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Media (as a channel to the public)
Results and Impact Dr Matthaiou gave an interview to 6G World Forum on the research activities of his group.
Year(s) Of Engagement Activity 2021
URL https://www.6gworld.com/exclusives/professor-at-queens-university-aims-to-develop-a-novel-model-to-e...
 
Description Interview with Quadriga Consulting Ltd 
Form Of Engagement Activity A broadcast e.g. TV/radio/film/podcast (other than news/press)
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Industry/Business
Results and Impact This was a high-level discussion on the future of wireless communications from a physical perspective. During the interview, Professor Matthaiou articulated his vision for 6G and the technological advances that need to be implemented towards achieving the 6G objectives in a timely manner.
Year(s) Of Engagement Activity 2021
URL https://vimeo.com/535808808
 
Description Invited seminar at the Mobile Monday Belfast event 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach Regional
Primary Audience Industry/Business
Results and Impact Mobile Monday Belfast is about educating and networking all professionals working in technology in Northern Ireland. One organisation in NI is enabling the telecom industry to move forward on 5G, it is the Centre for Wireless Innovation (CWI) at ECIT (Queen's University Belfast), which is also the host centre of this EPSRC project. In October 2017, Dr Matthaiou was invited to give a seminar on massive MIMO technology and its potential integration in the 5G ecosystem. The audience was very diverse including different stakeholders from the industry sector (telecom, financial and energy) who were not very familiar with this promising technology. Despite this, the seminar gauged a lot of interest and follow-up discussions. Prof Fusco and Dr Tataria were also involved in the follow-up technical discussions.
Year(s) Of Engagement Activity 2017
URL http://mobilemondaybelfast.org/content/
 
Description Invited seminar in the 2017 UK/Europe-China Workshop on Millimetre-Waves and Terahertz Technologies (UCMMT) 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Postgraduate students
Results and Impact The UK/Europe-China Workshop on Millimetre-Waves and Terahertz Technologies (UCMMT) was created in 2008 to stimulate and strengthen scientific collaboration and knowledge and cultural exchange. The workshop is held annually, alternating between Europe and China. This conference is now well established and has become a special premier international forum for the exchange of ideas on state-of-the-art research in mmWave and THz science and technologies. In 2017, the workshop organizers decided to organize a dedicated session for the EPSRC projects around mm-wave MIMO technologies. Dr Matthaiou was invited as the PI of this EPSRC project and delivered a seminar on massive MIMO in front of 200+ international attendees, including academics, PG/UG students, industry representatives and policymakers. The seminar was very well appreciated by the audience which shown great interest into the potential of massive MIMO and its potential to become a core technology in the 5G era.
Year(s) Of Engagement Activity 2017
URL https://www.liverpool.ac.uk/ucmmt2017/
 
Description Irish News coverage 
Form Of Engagement Activity A press release, press conference or response to a media enquiry/interview
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Media (as a channel to the public)
Results and Impact Press release about Dr Matthaiou's ERC Consolidator Grant
Year(s) Of Engagement Activity 2020
URL https://www.irishnews.com/business/2020/12/11/news/top-european-grant-of-1-7m-for-queen-s-researcher...
 
Description Project External Steering Committee Meeting 
Form Of Engagement Activity A formal working group, expert panel or dialogue
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Other audiences
Results and Impact This meeting of the External Steering Committee with the project partners took place on the 4th of October 2019 at Queen's University Belfast. The Steering Committee comprised of the following well-established researchers in the field of wireless communications:.

1. Professor Erik Larsson, Linkoping University, Sweden
2. Professor Arumugam Nallanathan, Queen Mary University of London, UK
3. Professor Kostas Berberidis, University of Patras, Greece
4. Prof. Dr.-Ing. Georg Fischer, Friedrich-Alexander-Universität Erlangen-Nürnberg, Germany.

The main objective of this meeting was to update the Committee on the project progress and receive technical feedback and suggestions for future research directions. The feedback we received was overly positive. Most importantly, the Committer provided suggestions on how to better calibrate the efforts of the two project partners (QUB and University of Edinburgh), which has already been materialized.
Year(s) Of Engagement Activity 2018
 
Description QUB Millimetre Wave Symposium: Wireless Communications for Densely Populated Environments 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Postgraduate students
Results and Impact This international event brought together prolific researchers from academia and industry who presented the open challenges in the wireless connectivity landspace after 2020. The event was very well attended by postdocs, Phd students, academics and third-party organisations. We had invited talks from representatives from BT, Nokia Bell Labs, Keysight and Smart City Belfast.
Year(s) Of Engagement Activity 2019
URL http://go.qub.ac.uk/mmWave-Symposium-2019
 
Description Symposium on New Trends in Communication Engineering (SNTCE) at the University of Sheffield 
Form Of Engagement Activity A magazine, newsletter or online publication
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Professional Practitioners
Results and Impact The Symposium on New Trends in Communication Engineering had a theme of "Connected Living" providing a platform for academics and industry professionals to discuss the opportunities and challenges presented by the strategic technology trends such as 5G (and 6G), Internet of Things and Industry 4.0.
Year(s) Of Engagement Activity 2019