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Award Abstract # 1948511
CRII: NeTS: Beyond PHY and Chanel Measurements in Millimeter Wave: Towards Low-Overhead and Resilient Multi-hop Networking

NSF Org: CNS
Division Of Computer and Network Systems
Recipient: UNIVERSITY OF KANSAS CENTER FOR RESEARCH INC
Initial Amendment Date: April 1, 2020
Latest Amendment Date: April 1, 2020
Award Number: 1948511
Award Instrument: Standard Grant
Program Manager: Murat Torlak
CNS
 Division Of Computer and Network Systems
CSE
 Directorate for Computer and Information Science and Engineering
Start Date: March 1, 2020
End Date: February 28, 2023 (Estimated)
Total Intended Award Amount: $174,214.00
Total Awarded Amount to Date: $174,214.00
Funds Obligated to Date: FY 2020 = $174,214.00
History of Investigator:
  • Morteza Hashemi (Principal Investigator)
    mhashemi@ku.edu
Recipient Sponsored Research Office: University of Kansas Center for Research Inc
2385 IRVING HILL RD
LAWRENCE
KS  US  66045-7563
(785)864-3441
Sponsor Congressional District: 01
Primary Place of Performance: University of Kansas Center for Research, Inc.
2385 Irving Hill Road
Lawrence
KS  US  66045-7568
Primary Place of Performance
Congressional District:
01
Unique Entity Identifier (UEI): SSUJB3GSH8A5
Parent UEI: SSUJB3GSH8A5
NSF Program(s): Networking Technology and Syst
Primary Program Source: 01002021DB NSF RESEARCH & RELATED ACTIVIT
Program Reference Code(s): 8228, 9150
Program Element Code(s): 736300
Award Agency Code: 4900
Fund Agency Code: 4900
Assistance Listing Number(s): 47.070

ABSTRACT

The 5G-and-beyond technologies will enable an unprecedented proliferation of applications with ultra-low latency and extremely-high data rate requirements such as mobile AR/VR applications. There is also an ever-increasing trend in the number of wireless devices that is now already over 8.6 billion and is expected to grow to 12.3 billion by 2022. The increasing density of wireless devices with high data rate requirements has caused spectrum crunch in the sub-6GHz bands. Millimeter-wave (mmWave) frequencies between 30GHz to 300GHz can alleviate the spectrum scarcity and provide major potentials for future cellular and emerging WiFi networks with Gbps data rates. Current studies have mostly focused on understanding wireless channel impairments and propagation characteristics at high frequencies. While such efforts are essential, there are gaps in developing network protocols tailored for mmWave. This project takes a system-level approach to develop and implement algorithms for reliable mmWave networking with guaranteed end-to-end performance. It also provides great opportunities for curriculum enhancement by introducing new trends and challenges in future wireless networks, training students from under-represented populations at different levels, and attracting young minds, including high-school students, to the STEM areas via appealing demos of mmWave applications.

The significant differences between mmWave and sub-6GHz call for a radical rethinking of the design principles across all the layers of the protocol stack. Currently, the upper layers of the protocol stack remain largely unexplored and the existing protocols are not tailored for mmWave communication. This project develops protocols and implements a testbed for low-overhead and resilient multi-hop mmWave communication with mobility and link blockage. The proposed research will be conducted across three inter-related thrusts: (1) Low-overhead Beam Alignment for Multi-hop Settings: Leveraging multi-armed bandit (MAB) frameworks, this thrust will develop an efficient beam alignment algorithm that considerably reduces the angular beam search space and overall beam alignment overhead, which is essential for dense mmWave networks with multi-hop topologies; (2) Fault-Tolerant Multi-hop Routing to Combat Blockage: In order to guarantee reliable and robust mmWave communication under blockage, this thrust will resort to network and routing layer solutions to develop an on-demand routing protocol that is able to quickly recover under a link blockage; (3) Optimal Buffer Allocation in Multi-hop Networks: This thrust will investigate the problem of optimal buffer allocation in multi-hop mmWave networks with multi-users. The goal is to strike an optimal tradeoff between delay and throughput performance and provide a fair allocation across different data flows.

This award reflects NSF's statutory mission and has been deemed worthy of support through evaluation using the Foundation's intellectual merit and broader impacts review criteria.

PUBLICATIONS PRODUCED AS A RESULT OF THIS RESEARCH

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Badnava, Babak and Kim, Taejoon and Cheung, Kenny and Ali, Zaheer and Hashemi, Morteza "Spectrum-Aware Mobile Edge Computing for UAVs Using Reinforcement Learning" 2021 IEEE/ACM Symposium on Edge Computing (SEC) , 2021 Citation Details
Badnava, Babak and Reddy Chintareddy, Sravan and Hashemi, Morteza "QoE-Centric Multi-User mmWave Scheduling: A Beam Alignment and Buffer Predictive Approach" 2022 IEEE International Symposium on Information Theory (ISIT) , 2022 https://doi.org/10.1109/ISIT50566.2022.9834463 Citation Details
Chintareddy, Sravan Reddy and Mezzavilla, Marco and Rangan, Sundeep and Hashemi, Morteza "A preliminary assessment of midhaul links at 140 GHz using ray-tracing" mmNets '21: Proceedings of the 5th ACM Workshop on Millimeter-Wave and Terahertz Networks and Sensing Systems , 2021 https://doi.org/10.1145/3477081.3481674 Citation Details
Samarathunga, Chanaka and Abouelseoud, Mohamed and Sakoda, Kazuyuki and Hashemi, Morteza "Multi-hop Routing with Proactive Route Refinement for 60 GHz Millimeter-Wave Networks" Proceedings of IEEE Vehicular Technology Conference (VTC) , 2021 https://doi.org/10.1109/VTC2021-Spring51267.2021.9448838 Citation Details
Samarathunga, Chanaka and Abouelseoud, Mohamed and Sakoda, Kazuyuki and Hashemi, Morteza "On the Benefits of Multi-Hop Communication for Indoor 60 GHz Wireless Networks" 2021 IEEE Consumer Communications and Networking Conference , 2021 https://doi.org/10.1109/CCNC49032.2021.9369504 Citation Details
Shang, Luyao and Hashemi, Morteza and Kim, Taejoon and Perrins, Erik "Delay-Efficient and Reliable Data Relaying in Ultra Dense Networks using Rateless Codes" 2020 IEEE Global Communications Conference , 2020 https://doi.org/10.1109/GLOBECOM42002.2020.9322346 Citation Details
Sun, Chuan and Hashemi, Morteza "Efficient User Localization in Wireless Networks Using Active Deep Learning" 2021 55th Asilomar Conference on Signals, Systems, and Computers , 2021 https://doi.org/10.1109/IEEECONF53345.2021.9723414 Citation Details

PROJECT OUTCOMES REPORT

Disclaimer

This Project Outcomes Report for the General Public is displayed verbatim as submitted by the Principal Investigator (PI) for this award. Any opinions, findings, and conclusions or recommendations expressed in this Report are those of the PI and do not necessarily reflect the views of the National Science Foundation; NSF has not approved or endorsed its content.

 Intellectual Merit. 

 In this project, our overarching goal was to develop system-level protocols and algorithms for low-overhead multi-hop mmWave networking. In particular, this project was motivated by the fact that mmWave links are fragile and prone to frequent blockage caused by surrounding objects and the human body. To mitigate this issue, multi-hop networking protocols could be a potential solution to achieve reliable and robust mmWave communication under stress conditions such as blockage. However, multi-hop solutions introduce additional overhead in terms of signal exchanges and beam alignment overhead. Within this context, the project goals were to develop efficient, reliable, and low-overhead multi-hop solutions for mmWave networks. 

In the first step, we focused on developing a robust and fault-tolerant multi-hop routing protocol for mmWave networks. The main idea of this protocol is to efficiently find a multi-path route that consists of one primary and one reserved path towards the destination. Once a primary link is broken due to blockage, the back-up link could be quickly deployed. We analyzed the performance of this multi-hop protocol, and demonstrated its benefits/costs compared with the existing single-hop networks for indoor 60 GHz applications, which are envisioned to be one of the main applications for next generation mmWave systems. Next, we investigated the foundations of beam alignment overhead, which is incurred due to “pencil beams” in mmWave networks. We developed a more efficient user scheduling solution using multi-armed bandit methods. Such scheduling algorithms have applications for both single-hop and multi-hop networks wherein the problem of selecting and scheduling one of the neighbor nodes, given the underlying beam alignment overhead, becomes critical. In terms of applications, we demonstrated the usability of such beam-aware scheduling algorithms for high quality video streaming. The developed solution also considers the buffer levels at the user side to schedule the optimal user (or a neighboring node). In the next step, we extended our studies of multi-hop networks to beyond the last-mile connections, and investigated the applications of mmWave and sub-THz technologies (e.g., 140 GHz) for establishing multi-hop midhaul links. This technology will be critical to achieve ubiquitous wireless connectivity to remote and rural areas wherein providing fiber midhaul and backhaul is costly, and sometimes, infeasible. 

This CRII project enabled the PI to build an experimental wireless lab that is equipped with several mmWave and sub-6 GHz software defined radios.To validate our design and evaluate the performance of the developed approaches, we used 60 GHz mmWave SDRs to establish a flexible platform to test different indoor mmWave communication settings (e.g., with and without blockage). Moreover, we collected large amounts of mmWave channel sounding data. 

 

Broader Impact.
The research results have been published in peer-reviewed journals and conferences. The project enabled the PI to establish an experimental wireless testbed and he recruited his first PhD student to work on this project and perform mmWave experimentation.  Our research group, which was equipped with mmWave experimental capabilities, participated as mmWave experts in one of the two finalist teams for the rural PAWR platform. Leveraging the established experimental wireless lab, the PI founded the Jayhawk Wireless Summer Camp at the University of Kansas in order to teach the concepts of wireless communications and SDR experimentation to high school students. Moreover, collected mmWave dataset were made public on the project’s website. In terms of  societal and economical benefits, several of the developed solutions, such as midhaul links in mmWave and sub-THz bands have the potential to provide high-rate wireless networks to remote and rural areas. 

 

 


Last Modified: 05/02/2023
Modified by: Morteza Hashemi

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