MIMO Wireless Networks: A Promising Rate Splitting Transceiver Architecture

Lead Research Organisation: Imperial College London
Department Name: Electrical and Electronic Engineering

Abstract

Wireless communications have enabled a plethora of novel applications in recent years thanks to the continuous research efforts to increase the spectral efficiency (SE) and energy efficiency (EE) of wireless networks. Multi-antenna (MIMO) processing plays a central part towards harnessing those gains. MIMO has grown much beyond the original point-to-point channel and can nowadays refer to a diverse range of centralized and distributed deployments (e.g. multi-cell MIMO, cooperative/coordinated MIMO, distributed MIMO, massive MIMO, network MIMO).
The fundamental bottleneck towards enormous spectral and energy efficiency benefits in multiuser MIMO networks lies in a huge demand for accurate channel state information at the transmitter (CSIT). This has become increasingly difficult to satisfy due to the increasing number of antennas and access points in next generation wireless networks relying on very dense heterogeneous networks and transmitters equipped with a very large number of antennas. CSIT inaccuracy results in a multi-user interference that significantly degrades the network performance.
Looking backward, the problem has been to strive to apply techniques designed for perfect CSIT to scenarios with imperfect CSIT. The motivation behind this project is the following: wouldn't it be wiser to design wireless networks from scratch accounting for imperfect CSIT?
In this project, we leverage recent progress in information theory and initial results by the PIs to address the above fundamental CSIT problem (and its resulting multi-user interference) by introducing a rate-splitting (RS) network architecture. Contrary to current approaches where transmission is operated in a broadcast manner with one private message per user, the approach considered consists in splitting one receiver's message into a common and a private part and superposing this common message on top of all users' private messages. The common message is decoded by all users but intended to only one of the users. Such approach has recently been found to be optimal from an information theoretic perspective in a multiuser deployment with imperfect CSIT and significant enhancements over conventional approaches in terms of spectral efficiency and power utilization have been demonstrated by the PIs.
This visionary project conducted at Imperial College London and University of Edinburgh by leading experts in wireless communication theory aims at leveraging those recent findings to design and demonstrate the suitability of an RS-based MIMO wireless network architecture in a multitude of scenarios.
To put together this novel wireless network solution in a credible fashion, this project focuses on designing 1) RS for a single transmission point, 2) RS for a large number of co-localized antennas (also called Massive MIMO) in microwave and millimeter-wave bands, 3) RS for a large number of distributed antennas representative of dense heterogeneous networks, 4) RS for multi-antenna relay channel and finally 5) evaluating the system level performance of RS-based networks.
The project will be performed in partnership with leaders in equipment manufacturing and standardization (Toshiba and InterDigital) and in defence and emergency services (Qinetiq). The project demands a strong track record in wireless communication, MIMO signal processing, optimization, information theory and it is to be conducted in a unique research group with a right mix of theoretical and practical skills. With the above and given the novelty and originality of the topic, the research outcomes will be of considerable value to transform the future of wireless and give the industry a fresh and timely insight into the development of robust MIMO wireless networks, advancing UK's research profile of both wireless communication in the world. Its success would radically change the design of the physical layer of wireless communication systems and have a tremendous impact on standardization.

Planned Impact

Besides the academic beneficiaries, the project will benefit a much wider audience and have potential economic and societal impacts:
1) 5G and beyond communication systems are expected to have applications in developed and emerging markets and a large number of sectors, e.g. building automation, healthcare (health monitoring), telecommunications, smart grid, structural monitoring, consumer electronics, military, etc. All those new applications will in the long term enhance the economic competitiveness of the UK and the quality of life of its residents.
2) Given the enormous interest for high speed communications (as evidenced by 3GPP and IEEE standards), the project has a bright future to benefit the industry sector active in the area of communication equipment manufacturing and standards. By benefiting from our industry partners Toshiba and InterDigital's involvements in 3GPP standards and by Dr. Clerckx's experience in standardization, the project is expected to lead to several 3GPP/IEEE standard contributions on RS-based MIMO wireless networks.
3) The project will also benefit the standard bodies and regulators in the telecom sector and give them the opportunity to understand the benefits and feasibility of a radically new physical layer.
4) ICT is known to be a significant factor contributing to global warming and mobile wireless traffic sees 2-3 fold annual growth. It is an absolute requirement to fully understand how to reduce the ambient RF pollution and make our network greener and more energy efficient. The RS-based MIMO wireless networks, by making a better use of the imperfect CSIT, can achieve higher spectral efficiency with a lower transmit power consumption than conventional approaches. The project will therefore also benefit researchers, policy makers, government agencies active in understanding how technologies could be designed to make our environment greener and reduce the impact of ICT on climate change.

Publications

10 25 50
 
Description We have developed a new transmission strategy for wireless networks that outperform existing approaches currently available in the literature and used in 4G and 5G system.
Exploitation Route The findings are such that the gains of the new strategy are large enough in realistic conditions and the technique will be of interest to wireless communication system manufacturer and standards.
We have worked and are still working with industry to demonstrate the benefits of the technology in more realistic settings. Results demonstrated so far are significant and could have a significant impact on future generation communication systems.
Sectors Digital/Communication/Information Technologies (including Software),Electronics

 
Description not yet, but there are on-going discussions and collaborations with industry partners. Some technology has been transferred to one major manufacturer and 2 innovations ideas on the topic have been generated for that manufacturer and may lead to intellectual property. New projects have been initiated on the topic with a number of industry partners in the UK and abroad. There is also a new interest group in IEEE on the topic of this project https://sites.google.com/view/ieee-comsoc-wtc-sig-rsma/home . The PI is acting as the founding chair.
First Year Of Impact 2020
Sector Aerospace, Defence and Marine,Digital/Communication/Information Technologies (including Software),Electronics
Impact Types Economic

 
Description Collaboration with EURECOM 
Organisation EURECOM Institute
Country France 
Sector Academic/University 
PI Contribution collaboration that has resulted in a joint paper
Collaborator Contribution collaboration on rate splitting technique
Impact joint paper M. Dai, B. Clerckx, D. Gesbert and G. Caire, "A Rate Splitting Strategy for Massive MIMO with Imperfect CSIT," IEEE Trans. on Wireless Comm., vol 15, no 7, pp 4611-4624, July 2016
Start Year 2016
 
Description Collaboration with HKU on rate-splitting 
Organisation University of Hong Kong
Country Hong Kong 
Sector Academic/University 
PI Contribution Hosted a visiting student from the University of Hong Kong for 6 months in 2017 to work on rate-splitting. Since we initiated that topic, we provided the idea for the visitor to work on and supervised the progress. We co-wrote several publications currently in submission.
Collaborator Contribution co-writing publications currently in submission
Impact Several publications: Y. Mao, B. Clerckx and V.O.K. Li, "Rate-Splitting Multiple Access for Coordinated Multi-Point Transmission," https://arxiv.org/abs/1804.10516 Y. Mao, B. Clerckx and V.O.K. Li, "Rate-Splitting for Multi-Antenna Non-Orthogonal Unicast and Multicast Transmission: Spectral and Energy Efficiency Analysis," https://arxiv.org/abs/1808.08325 Y. Mao, B. Clerckx and V.O.K. Li, "Rate-Splitting for Multi-Antenna Non-Orthogonal Unicast and Multicast Transmission" IEEE SPAWC 2018. Y. Mao, B. Clerckx and V.O.K. Li, "Energy Efficiency of Rate-Splitting Multiple Access, and Performance Benefits over SDMA and NOMA" IEEE ISWCS 2018. Y. Mao, B. Clerckx and V.O.K. Li, "Rate-Splitting Multiple Access for Downlink Communication Systems: Bridging, Generalizing and Outperforming SDMA and NOMA," EURASIP Journal on Wireless Communications and Networking, 2018.
Start Year 2017
 
Description Collaboration with TU Berlin 
Organisation Technical University Berlin
Country Germany 
Sector Academic/University 
PI Contribution collaboration resulting in a joint paper
Collaborator Contribution joint paper
Impact joint paper published in IEEE Transactions on Wireless Communications 2016. M. Dai, B. Clerckx, D. Gesbert and G. Caire, "A Rate Splitting Strategy for Massive MIMO with Imperfect CSIT," IEEE Trans. on Wireless Comm., vol 15, no 7, pp 4611-4624, July 2016
Start Year 2016
 
Description Collaboration with TU Darmstadt 
Organisation Technical University of Darmstadt
Country Germany 
Sector Academic/University 
PI Contribution joint research collaboration with visting phd student for 3months
Collaborator Contribution joint research collaboration
Impact not outcomes yet
Start Year 2017
 
Description Collaboration with University of Edinburgh 
Organisation University of Edinburgh
Country United Kingdom 
Sector Academic/University 
PI Contribution Joint papers in submission
Collaborator Contribution Joint papers in submission
Impact Joint papers in submission on the topic of the project.
Start Year 2016
 
Description "Is NOMA Efficient in Multi Antenna Networks? A Critical Look at Next Generation Multiple Access Techniques" IEEE Distinguished Lecture, Jordan, Aug. 2021. 
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 "Is NOMA Efficient in Multi Antenna Networks? A Critical Look at Next Generation Multiple Access Techniques" IEEE Distinguished Lecture, Jordan, Aug. 2021.
Year(s) Of Engagement Activity 2021
 
Description "Rate Splitting Multiple Access for 6G," IEEE Distinguished Lecture, Montreal section, June 2021. 
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 "Rate Splitting Multiple Access for 6G," IEEE Distinguished Lecture, Montreal section, June 2021.
Year(s) Of Engagement Activity 2021
 
Description 19. "Is NOMA Efficient in Multi Antenna Networks? A Critical Look at Next Generation Multiple Access Techniques" IEEE Distinguished Lecture, Argentina IEEE Communication Society School, Aug. 2021. 
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 "Is NOMA Efficient in Multi Antenna Networks? A Critical Look at Next Generation Multiple Access Techniques" IEEE Distinguished Lecture, Argentina IEEE Communication Society School, Aug. 2021.
Year(s) Of Engagement Activity 2021
 
Description Invited talk on "Rate-Splitting Multiple Access and its Applications to Cloud-Enabled Platforms," 
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 Invited speech given for Frontiers Webinar, Oct 2020.
Year(s) Of Engagement Activity 2020
 
Description Keynote speech on "Rate-Splitting (Multiple Access) for 6G" 
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 Keynote speech given at IEEE PIMRC 2020 workshop on Rate-Splitting and Robust Interference Management for Beyond 5G, August 2020.
Year(s) Of Engagement Activity 2020
 
Description Keynote speech on "Rate-Splitting Multiple Access for 6G: Principles, Applications, and Opportunities," IEEE Wireless Technical Committee online seminar, Nov. 2020. 
Form Of Engagement Activity A formal working group, expert panel or dialogue
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Postgraduate students
Results and Impact Keynote speech on "Rate-Splitting Multiple Access for 6G: Principles, Applications, and Opportunities," IEEE Wireless Technical Committee online seminar, Nov. 2020.
Year(s) Of Engagement Activity 2020
URL https://sites.google.com/view/ieee-comsoc-wtc-sig-rsma/tutorials
 
Description Keynote speech on "Rate-Splitting and Robust Interference Management for MIMO Wireless Networks" 
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 Keynote speech at 24th International ITG Workshop on Smart Antennas (WSA 2020), Feb 2020
Year(s) Of Engagement Activity 2020
 
Description Keynote speech on 14. "Rate-Splitting and Robust Interference Management for MIMO Wireless Networks," Invited Speaker at 24th International ITG Workshop on Smart Antennas (WSA 2020), Feb 2020, Hamburg, Germany. 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Postgraduate students
Results and Impact Keynote speech on "Rate-Splitting and Robust Interference Management for MIMO Wireless Networks," Invited Speaker at 24th International ITG Workshop on Smart Antennas (WSA 2020), Feb 2020, Hamburg, Germany.
Year(s) Of Engagement Activity 2020
URL https://cgi.tu-harburg.de/~c00wsa20/index.php?page=invited-speakers
 
Description Organizer of a special issue in IEEE Journal of Selected Areas in Communications 
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 Close to 100 journal papers were submitted to this special issue, and about 30 papers were accepted and published in those different issues published in Jan 2019 and Feb 2019.
Year(s) Of Engagement Activity 2019
 
Description Tutorial "Rate Splitting for MIMO Wireless Networks: A Promising PHY-Layer Strategy for 5G and Beyond," IEEE International Symposium on Wireless Communication Systems (ISWCS) 2018 
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 Tutorial on "Rate Splitting for MIMO Wireless Networks: A Promising PHY-Layer Strategy for 5G and Beyond," IEEE International Symposium on Wireless Communication Systems (ISWCS) 2018
Year(s) Of Engagement Activity 2018
URL http://iswcs2018.org/tutorials.html
 
Description Tutorial "Rate-Splitting and Non-Orthogonal Multiple Access Techniques for 5G and Beyond" at IEEE ICC 2019 
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 Tutorial on "Rate-Splitting and Non-Orthogonal Multiple Access Techniques for 5G and Beyond"
Year(s) Of Engagement Activity 2019
 
Description Tutorial at IEEE ICC 2017, Paris, France 
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 3-hour tutorial in an academic conference to teach about the recent outcomes of the project.
Year(s) Of Engagement Activity 2017
URL http://icc2017.ieee-icc.org/program/tutorials#TS11
 
Description Tutorial at IEEE ISWCS 2016 conference, Posnan, Poland 
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 Tutorial given by Bruno Clerckx and Hamdi Joudeh on "Rate Splitting for MIMO Wireless Networks: A Promising PHY-Layer Strategy for 5G," IEEE ISWCS 2016, Posnan, Poland.
Year(s) Of Engagement Activity 2016
 
Description Tutorial at IEEE VTC Fall 2016 conference 
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 Tutorial on by Bruno Clerckx and Hamdi Joudeh on "Rate Splitting for MIMO Wireless Networks: A Promising PHY-Layer Strategy for 5G," IEEE VTC Fall 2016, Montreal, Canada.
Year(s) Of Engagement Activity 2016
 
Description Tutorial on "Rate-Splitting Multiple Access for Next Generation Wireless Networks: Bridging the Extremes," IEEE Globecom 2018. 
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 Tutorial on "Rate-Splitting Multiple Access for Next Generation Wireless Networks: Bridging the Extremes," IEEE Globecom 2018.
Year(s) Of Engagement Activity 2018
URL https://globecom2018.ieee-globecom.org/program/tutorials
 
Description Tutorial on "Rate-Splitting and Robust Interference Management: Theory and Applications" in IEEE International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC) 2018 
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 Tutorial on "Rate-Splitting and Robust Interference Management: Theory and Applications" in IEEE International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC) 2018
Year(s) Of Engagement Activity 2018
URL http://pimrc2018.ieee-pimrc.org/program/tutorials/
 
Description Tutorial on rate-splitting at IEEE/CIC International Conference on Communications in China (ICCC) 2017, Qingdao, China. 
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 tutorial in an academic conference to highlight the recent outcomes of the project.
Year(s) Of Engagement Activity 2017
URL http://iccc2017.ieee-iccc.org/program/tutorials/