A Unified Multiple Access Framework for Next Generation Mobile Networks By Removing Orthogonality (MANGO)

Lead Research Organisation: Heriot-Watt University
Department Name: Sch of Engineering and Physical Science

Abstract

An 8-fold increase in global mobile data traffic is predicted from 2015 to 2020, and it is expected that 50 billion devices will be connected through the mobile networks by 2020, given the expected surge in mobile connectivity and Internet of Things (IoT) applications. A combination of multiple approaches would be required to satisfy ever-growing demand of mobile data traffic, i.e., significant enhancement in spectrum efficiency, extension of available spectrum to higher frequency bands, and network densification using small cells.

The design of novel radio access technologies is an important aspect in improving spectrum efficiency in a cost-effective manner for future mobile networks. Radio access technologies are typically characterised by orthogonal multiple access schemes, e.g., frequency division multiple access (FDMA), time division multiple access (TDMA), code division multiple access (CDMA), and orthogonal FDMA (OFDMA) that provide the means for multiple users to access and share the radio resources simultaneously. One of the key issues with the orthogonal multiple access (OMA) schemes, for example, OFDMA used by 3GPP-LTE, is that when some bandwidth resources, such as subcarrier channels, are allocated to users with poor channel condition, it results in lower spectrum efficiency.

Motivated by the spectral inefficiency of OMA techniques, non-orthogonal multiple access (NOMA) has been recognised recently as a promising multiple access technique to significantly enhance the spectral efficiency and is envisioned to be a key component of the next generation mobile networks. The dominant NOMA schemes are grouped in two categories: power-domain or code-domain NOMA. In power-domain NOMA, users are allocated different power levels according to their channel conditions to obtain the maximum gain in system performance whereas in code-domain NOMA, different users are assigned different codes, and are then multiplexed over the same time-frequency resources. However, NOMA techniques still involve several critical challenges such as lack of insightful understanding of the performance limits of NOMA and a large gap in the performance evaluation of NOMA transceivers under single-/multiple antennas, single-/multi-cell cases, which makes their immediate deployment prohibitive.

This visionary project tackles the issue of NOMA techniques' deployment in next generation mobile networks by establishing a unified theoretical framework and developing sophisticated digital signal processing algorithms to realise the concept of NOMA in single-/multiple antenna, single-/multi-cell scenarios. The novelty of this project lies in a) information theoretical analysis with practical constraints, b) less-computationally complex transceiver design for power-domain and code-domain NOMA c) joint precoding design for single- and multi-cell NOMA networks, d) NOMA applications in cognitive radio and IoT systems and e) system level performance evaluations in next generation mobile network scenarios.

The project will be performed in partnership with leaders in future mobile network research and standardisation (Samsung, Nokia Bell Labs, MobileVCE) and in defence and emergency services (QinetiQ). The project consortium maintains a very strong track record in wireless communications, MIMO signal processing, and information theory with a right mix of theoretical and practical skills. Given the novelty and originality of the topic, the research outcomes will be of considerable value to transform the future of mobile networks and give the industry a fresh and timely insight into the development of NOMA based radio access in next generation mobile networks, advancing UK's research profile of wireless communication in the world. It is further believed that the successful completion of this project will lead to radically changes in the design of the physical layer of wireless communication systems and have a tremendous impact on standardisation.

Planned Impact

The recent spectrum and energy crisis and the predicted saturation of the ICT sector profits are imposing a rethink of the mobile network design and business models. Presently, the focus is turning to the design of next generation mobile networks that would provide 10-100x data rate, 1000x capacity per unit area, 10-100x connected devices, round-trip latency (< 1ms), 10x spectrum efficiency and energy efficiency as well as the support for Internet of Things (IoT) applications. One of the major focuses of the next generation network design is on developing new radio access technologies to achieve much higher spectrum efficiencies than available today. Non-orthogonal multiple access (NOMA) technology provides a new way of achieving such demanding requirements by successfully overcoming the long-held principle of orthogonality in time/frequency/code domain.

Commercial and societal impact: Firstly, by exploitation of the NOMA technology, MANGO project will deliver significantly enhanced spectrum efficiency (3x compared to 4G-LTE systems) to achieve the next generation mobile networks targets. Secondly, by utilising NOMA, this project will deliver the much-needed balance between system throughput and user fairness in next generation mobile networks. By using the NOMA to achieve significantly higher spectrum efficiency in next generation mobile networks, the project's outcome will boost the diminishing profits for the ICT industry and re-define the operators' business models. At the same time, by delivering higher data rates, the proposed work will contribute in improving the quality of service and user experience with cheaper mobile devices, thus enhancing the penetration of the ICT industry in current and new markets. The overall advancement of the mobile communication technology through MANGO project will impact the associated environmental, healthcare, security and industrial applications. Therefore, MANGO project aligns with the EPSRC portfolio of research in the themes of ICT, Digital Economy, and Energy, as detailed in the National Importance section, and will contribute to the economic competitiveness of the UK and enhance quality of life.

Academic impact: The vast impact of the work in the broader research communities, detailed in the academic beneficiaries section, will boost the profile of the communications groups in HWU, LU, and UoE and enhance the UK research impact in these areas by citations of the proposed work and international exposure. The creation of new knowledge in the above fields within MANGO project, and the inclusion of this in the educational curricula will further establish the UK as a world leader in technological and applied state-of-the-art knowledge transfer. Apart from the performance limits of NOMA systems that will set the benchmarks for the system performance, the practical design on implementing NOMA with single-/multiple antennas in single-/multi cell scenarios will attract commercial interests, stimulate industrial research and encourage joint academic-industrial collaboration on the field. This will further augment the research income for HWU, LU and UoE through follow-on research projects and industrial consultancy. The adoption of the proposed techniques by global communication standards will further establish the UK as a leader in communication standardisation. The protection of the created intellectual property and the commercialisation of the NOMA signal processing solutions will improve the penetration of the UK sector in the multibillion-pounds ICT industry.

New experts: The research training within the project will develop the research profile, expertise and manpower of the world class research groups in HWU, LU and UoE and establish an inter-institutional team with excellence in next generation mobile networks, by producing new experts in the field of NOMA, transceiver design, interference management and wireless communications in general.
 
Description The fifth generation (5G) wireless communication technologies are analyzing non-orthogonal multiple access (NOMA) methods to facilitate the Internet of things (IoT) scenarios hosting a large number of users. Our research work explored two major scenarios of using NOMA - i) sharing the uplink spectrum with the existing long term evolution (LTE) deployments and ii) developing novel NOMA mechanisms for IoT uplink. For the first scenario, we considered a code-domain NOMA technique called sparse code multiple access (SCMA). Since obtaining the optimal solution for resource allocation in such shared spectrum systems is exponentially complex, we proposed novel, near-optimal, heuristic algorithms that maximize the overall achievable rate in the network. For the second scenario, we designed an integrated NOMA mechanism combining both the code-domain and power-domain NOMA techniques to potentially support a higher number of users. In particular, users employing SCMA were integrated with low data rate (LDR) users using power-domain NOMA. Simulation results indicated that the proposed mechanism not only supports higher number of users, but also demonstrates a higher achievable sum-rate than the original system. Moreover, in the second scenario, we conducted a case-study where the LDR user rates are capped to a small value (which is in-line with many IoT applications, such as, smart metering). Our analysis and simulations showed that our proposed integrated NOMA help in reducing the power consumption of LDR devices, thereby resulting in an energy efficient IoT solution.

We developed an autoencoder based end-to end deep learning (DL) framework for downlink multiple user communications networks under any fading channels and for any number of users. We developed optimal differential coded modulation for multi-user communications (down-link - Base-stations to multiple users). Typically, very suboptimal hand-crafted solutions are used for downlink wireless communications systems and only one or two users are served at any time in a frequency band. However, the 5G and beyond is expected to have more users, typically more than 8 users are expected to have been served at a time in the same frequency band in system with 64 antenna base-stations.
Exploitation Route We will be visiting major Telecom Industries to discuss and inform our findings in the near future.
Sectors Digital/Communication/Information Technologies (including Software)

 
Description 5G Rural-First: Rural Coverage and Dynamic Spectrum Access Testbed and Trial
Amount £4,300,000 (GBP)
Organisation Innovate UK 
Sector Public
Country United Kingdom
Start 04/2018 
End 07/2019
 
Description Thematic Partnership titled "Full Duplex and Cognitive Radio Architectures for Spectrally, Efficient Communications (FD-CR-ASEC)"
Amount £72,000 (GBP)
Organisation British Council 
Department British Council in India
Sector Public
Country India
Start 04/2017 
End 03/2019
 
Description Industrial Collaboration 
Organisation Nokia
Department Nokia Bell Labs
Country United States 
Sector Private 
PI Contribution We presented our findings to Bell-Labs
Collaborator Contribution Internship opportunities for the researchers
Impact Internship visit by Ankit Gupta.
Start Year 2017
 
Description University of Edinburgh 
Organisation University of Edinburgh
Country United Kingdom 
Sector Academic/University 
PI Contribution The proposal is a multiple partner project.
Collaborator Contribution Joint publications
Impact Joint publications Navneet Garg ; Mathini Sellathurai ; Vimal Bhatia ; B. N. Bharath ; Tharmalingam Ratnarajah, Online Content Popularity Prediction and Learning in Wireless Edge Caching, IEEE Transactions on Communications, Year: 2020 | Volume: 68, Issue: 2.
Start Year 2017
 
Description University of Manchester 
Organisation Manchester University
Country United States 
Sector Academic/University 
PI Contribution Organised joint workshops (University level)
Collaborator Contribution Organised joint workshops (University level)
Impact We organised annual workshop together in Heriot-Watt University.
Start Year 2017
 
Description Special Journal Issue organised in IEEE Journal of Selected Topics in Signal Processing on Introduction to the Issue on Hybrid Analog-Digital Signal Processing for Hardware-Efficient Large Scale Antenna Arrays ( Part I & Part II). 
Form Of Engagement Activity A magazine, newsletter or online publication
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Postgraduate students
Results and Impact This special issue has been motivated by the recent increasing interest in: a) the practical challenges the deployment of large scale antenna systems (LSAS); b) the rising interest in the millimeter wave (mmWave) spectrum for 5G deployment which necessitates high-gain beamforming with low cost; c) the recent advances on analog-digital signal processing; and d) the ever-increasing interest in energy ef?cient communications. Accordingly, the aim of this Special Issue (SI) has been to gather the relevant contributions focusing on the practical challenges of hybrid analog-digital transmission as outlined above. We received a total of 59 submissions from researcher across the Globe of particularly high quality, spanning a broad range of topics. After a strict review process, we decided to accept 23 papers, which are published as two issues.
Year(s) Of Engagement Activity 2018
URL https://ieeexplore.ieee.org/abstract/document/8363116
 
Description UK 5G Mapping Scotland Innovation Workshop held at Glasgow, Scotland in February 2018. 
Form Of Engagement Activity A formal working group, expert panel or dialogue
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Study participants or study members
Results and Impact The future goal of digitisation in Scotland is to create a 5G hub for ensuring that Scotland is in the forefront of 5G R&D, testing and deployment. Our research on cutting-edge 5G technologies - massive multiple-input multiple-output (MIMO) systems and non-orthogonal multiple access (NOMA) were presented at the 5G UK Mapping workshop held at Glasgow, Scotland in February 2018. The workshop had participants from leading industries such as CISCO, policy convenors from Digital Catapult, policy makers from Scottish Future Trust and academic representatives from University of Glasgow and West Scotland. The presentation was well received and there was unanimous support for our technical work. Our technical work was considered as one of the key innovations for realizing the 5G hub in Scotland. Further, the meeting concluded that rural areas in Scotland must require better connectivity and our objective is to fine tune our technical developments to achieve the goal of a well-connected 5G rural network in Scotland.
Year(s) Of Engagement Activity 2018
URL https://www.digitalcatapultcentre.org.uk/open-calls/5g-uk-mapping-innovation-workshops/