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Analysis and Optimization for Robust Millimeter-Wave Communications
Linköping University, Department of Science and Technology, Communications and Transport Systems. Linköping University, Faculty of Science & Engineering.
2021 (English)Doctoral thesis, comprehensive summary (Other academic)
Abstract [en]

Spectrum scarcity is a longstanding problem in mobile telecommunications networks. Specifically, accommodating the ever-growing data rate and communications demand in the extensively used spectrum between 800 MHz and 6 GHz is becoming more challenging. For this reason, in the last years, communications in the millimeterwave (mm-wave) frequency range (30-300 GHz) have attracted the interest of many researchers, who consider mm-wave communications a key enabler for upcoming generations of mobile communications, i.e., 5G and 6G. However, the signal propagation in the mm-wave frequency range is subject to more challenging conditions. High path loss and penetration loss may lead to short-range communications and frequent transmission interruptions when the signal path between the transmitter and the receiver is blocked. 

In this dissertation, we analyze and optimize techniques that enhance the robustness and reliability of mm-wave communications. In the first part, we focus on approaches that allow user equipment (UE) to establish and maintain connections with multiple access points (APs) or relays, i.e., multi-connectivity (MC) and relaying techniques, to increase link failure robustness. In such scenarios, an inefficient link scheduling, i.e., over or under-provisioning of connections, can lead to either high interference and energy consumption or unsatisfied user’s quality of service (QoS) requirements. In the first paper, we propose a novel link scheduling algorithm for network throughput maximization with constrained resources and quantify the potential gain of MC. As a complementary approach, in the second paper, we solve the problem of minimizing allocated resources while satisfying users’ QoS requirements for mm-wave MC scenarios. To deal with the channel uncertainty and abrupt blockages, we propose a learning-based solution, of which the results highlight the tradeoff between reliability and allocated resource. 

In the third paper, we perform throughput and delay analysis of a multi-user mm-wave wireless network assisted by a relay. We show the benefits of cooperative networking and the effects of directional communications on relay-aided mm-wave communications. These, as highlighted by the results, are characterized by a tradeoff between throughput and delay and are highly affected by the beam alignment duration and transmission strategy (directional or broadcast). 

The second part of this dissertation focuses on problems related to mm-wave communications in industrial scenarios, where robots and new industrial applications require high data rates, and stringent reliability and latency requirements. In the fourth paper, we consider a multi-AP mm-wave wireless network covering an industrial plant where multiple moving robots need to be connected. We show how the joint optimization of robots’ paths and the robot-AP associations can increase mm-wave robustness by decreasing the number of handovers and avoiding coverage holes. Finally, the fifth paper considers scenarios where robot-AP communications are assisted by an intelligent reflective surface (IRS). We show that the joint optimization of beamforming and trajectory of the robot can minimize the motion energy consumption while satisfying time and communication QoS constraints. Moreover, the proposed solution exploits a radio map to prevent collisions with obstacles and to increase mm-wave communication robustness by avoiding poorly covered areas. 

Place, publisher, year, edition, pages
Linköping: Linköping University Electronic Press, 2021. , p. 53
Series
Linköping Studies in Science and Technology. Dissertations, ISSN 0345-7524 ; 2111
National Category
Communication Systems
Identifiers
URN: urn:nbn:se:liu:diva-172553DOI: 10.3384/diss.diva-172553ISBN: 9789179297343 (print)OAI: oai:DiVA.org:liu-172553DiVA, id: diva2:1516966
Public defence
2021-02-19, K3, Kåkenhus, Campus Norrköping, Norrköping, 10:15 (English)
Opponent
Supervisors
Note

Funding agency: European Union's Horizon 2020 researchand innovation programme under the Marie Sklodowska-Curie grantagreement No. 643002 (ACT5G).

Available from: 2021-01-13 Created: 2021-01-13 Last updated: 2021-01-18Bibliographically approved
List of papers
1. Maximum Throughput Scheduling for Multi-connectivity in Millimeter-Wave Networks
Open this publication in new window or tab >>Maximum Throughput Scheduling for Multi-connectivity in Millimeter-Wave Networks
2018 (English)In: 16th International Symposium on Modeling and Optimization in Mobile, Ad Hoc, and Wireless Networks (WiOpt): International Workshop on Resource Allocation, Cooperation and Competition in Wireless Networks (RAWNET), IEEE, 2018Conference paper, Published paper (Refereed)
Abstract [en]

Multi-connectivity is emerging as promising solution to provide reliable communications and seamless connectivity at the millimeter-wave frequency range. Due to the obstacles that cause frequent interruptions at such high frequency range, connectivity to multiple cells can drastically increase the network performance in terms of throughput and reliability by coordi- nation among the network elements. In this paper, we propose an algorithm for the link scheduling optimization that maximizes the network throughput for multi-connectivity in millimeter-wave cellular networks. The considered approach exploits a centralized architecture, fast link switching, proactive context preparation and data forwarding between millimeter-wave access points and the users. The proposed algorithm is able to numerically approach the global optimum and to quantify the potential gain of multi-connectivity in millimeter-wave cellular networks. 

Place, publisher, year, edition, pages
IEEE, 2018
National Category
Communication Systems Telecommunications
Identifiers
urn:nbn:se:liu:diva-146211 (URN)10.23919/WIOPT.2018.8362891 (DOI)000434872700066 ()9783903176003 (ISBN)9781538646212 (ISBN)
Conference
16th International Symposium on Modeling and Optimization in Mobile, Ad Hoc, and Wireless Networks (WiOpt), Shanghai, China, May 7-11, 2018
Funder
ELLIIT - The Linköping‐Lund Initiative on IT and Mobile CommunicationsEU, Horizon 2020, 643002
Note

Funding agencies: European Unions Horizon 2020 research and innovation programme under the Marie Sklodowska-Curie grant [643002]; CENIIT

Available from: 2018-04-02 Created: 2018-04-02 Last updated: 2021-01-13
2. Learning-Based Link Scheduling in Millimeter-wave Multi-connectivity Scenarios
Open this publication in new window or tab >>Learning-Based Link Scheduling in Millimeter-wave Multi-connectivity Scenarios
Show others...
2020 (English)In: ICC 2020 - 2020 IEEE International Conference on Communications (ICC), IEEE, 2020, p. 1-6Conference paper, Published paper (Refereed)
Abstract [en]

Multi-connectivity is emerging as a promising solution to provide reliable communications and seamless connectivity for the millimeter-wave frequency range. Due to the blockage sensitivity at such high frequencies, connectivity with multiple cells can drastically increase the network performance in terms of throughput and reliability. However, an inefficient link scheduling, i.e., over and under-provisioning of connections, can lead either to high interference and energy consumption or to unsatisfied user's quality of service (QoS) requirements. In this work, we present a learning-based solution that is able to learn and then to predict the optimal link scheduling to satisfy users' QoS requirements while avoiding communication interruptions. Moreover, we compare the proposed approach with two base line methods and the genie-aided link scheduling that assumes perfect channel knowledge. We show that the learning-based solution approaches the optimum and outperforms the base line methods.

Place, publisher, year, edition, pages
IEEE, 2020
Keywords
learning (artificial intelligence), optimisation, quality of service, radio links, scheduling, telecommunication computing, telecommunication network reliability, network reliability, quality of service requirements, learning-based solution, optimal link scheduling, communication interruptions, genie-aided link scheduling, millimeter-wave multiconnectivity scenarios, millimeter-wave frequency range, blockage sensitivity, multiple cells, network performance, users qualty of service, QoS, Signal to noise ratio, Wireless networks, Millimeter wave technology, Optimization, Downlink
National Category
Communication Systems
Identifiers
urn:nbn:se:liu:diva-172548 (URN)10.1109/ICC40277.2020.9148883 (DOI)000606970301122 ()
Conference
ICC 2020 - 2020 IEEE International Conference on Communications (ICC)
Note

Funding agency: European Union’s Horizon 2020 research and innovation programme under the Marie Sklodowska-Curie grant agreement No. 643002.

Available from: 2021-01-13 Created: 2021-01-13 Last updated: 2021-03-09Bibliographically approved
3. On the Benefits of Network-Level Cooperation in Millimeter-Wave Communications
Open this publication in new window or tab >>On the Benefits of Network-Level Cooperation in Millimeter-Wave Communications
Show others...
2019 (English)In: IEEE Transactions on Wireless Communications, ISSN 1536-1276, E-ISSN 1558-2248, Vol. 18, no 9, p. 4408-4424Article in journal (Refereed) Published
Abstract [en]

Relaying techniques for millimeter-wave wireless networks represent a powerful solution for improving the transmission performance. In this paper, we quantify the benefits in terms of delay and throughput for a random-access multi-user millimeter-wave wireless network, assisted by a full-duplex network cooperative relay. The relay is equipped with a queue for which we analyze the performance characteristics (e.g., arrival rate, service rate, average size, and stability condition). Moreover, we study two possible transmission schemes: fully directional and broadcast. In the former, the source nodes transmit a packet either to the relay or to the destination by using narrow beams, whereas, in the latter, the nodes transmit both the destination and the relay in the same timeslot by using a wider beam but with lower beamforming gain. In our analysis, we also consider the beam alignment phase that occurs every time, a transmitter node changes the destination node. We show the duration of how the beam is aligned, as well as position and a number of transmitting nodes, significantly affect the network performance. In addition, we discuss the impact of beam alignment errors and imperfect self-interference cancellation technique at the relay for full-duplex communications. Moreover, we illustrate the optimal transmission scheme (i.e., broadcast or fully directional) for several system parameters and show that a fully directional transmission is not always beneficial, but in some scenarios, broadcasting and relaying can improve the performance in terms of throughput and delay.

Place, publisher, year, edition, pages
IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC, 2019
Keywords
Millimeter-waves; network cooperative relaying; beam alignment; random access networks; directional communications
National Category
Telecommunications
Identifiers
urn:nbn:se:liu:diva-161190 (URN)10.1109/TWC.2019.2924432 (DOI)000485766100016 ()
Note

Funding Agencies|European Unions Horizon 2020 Research and Innovation Programme through the Marie Sklodowska-Curie Grant [643002]

Available from: 2019-10-25 Created: 2019-10-25 Last updated: 2021-01-13
4. Multi-Robot Association-Path Planning in Millimeter-Wave Industrial Scenarios
Open this publication in new window or tab >>Multi-Robot Association-Path Planning in Millimeter-Wave Industrial Scenarios
2020 (English)In: IEEE Networking Letters, ISSN 2576-3156, Vol. 2, no 4, p. 190-194Article in journal (Refereed) Published
Abstract [en]

The massive exploitation of robots for Industry 4.0 needs advanced wireless solutions that replace more costly wired networks. In this regard, millimeter-waves (mm-waves) can provide high data rates, but they are characterized by a spotty coverage requiring dense radio deployments. In such scenarios, coverage holes and numerous handovers may decrease the communication throughput and reliability. In contrast to conventional multi-robot path planning (MPP), we define a type of multi-robot association-path planning (MAPP) problems aiming to jointly optimize the robots’ paths and the robots-access points (APs) associations. In MAPP, we focus on minimizing the path lengths as well as the number of handovers while sustaining the wireless connectivity of the robots. We propose an algorithm that can solve MAPP in polynomial time presenting results close to the global optimum. The proposed solution is able to guarantee the robots’ connectivity and to dramatically reduce the number of handovers in comparison to minimizing only the path lengths.

Place, publisher, year, edition, pages
IEEE, 2020
Keywords
Wireless communication, Service robots, Handover, Throughput, Path planning, Planning, Millimeter wave communication, Cable replacement, handovers, industry 4.0, millimeter-waves, multi-robot path planning
National Category
Robotics and automation
Identifiers
urn:nbn:se:liu:diva-172549 (URN)10.1109/LNET.2020.3037741 (DOI)
Note

Funding Agency: CENIIT; 10.13039/501100001729-ELLIIT; European Union’s Horizon 2020 Research and Innovation Programme through the Marie Sklodowska-Curie;

Available from: 2021-01-13 Created: 2021-01-13 Last updated: 2025-02-09Bibliographically approved

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Tatino, Cristian

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