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CoBF: Coordinated Beamforming in Dense mmWave Networks

Published: 19 June 2023 Publication History

Abstract

With MIMO and enhanced beamforming features, IEEE 802.11ay is poised to create the next generation of mmWave WLANs that can provide over 100 Gbps data rate. However, beamforming between densely deployed APs and clients incurs unacceptable overhead. On the other hand, the absence of up-to-date beamforming information restricts the diversity gains available through MIMO and multi-users, reducing the overall network capacity. This paper presents a novel approach of "coordinated beamforming" (called CoBF) where only a small subset of APs are selected for beamforming in the 802.11ay mmWave WLANs. Based on the concept of uncertainty, CoBF predicts the APs whose beamforming information is likely outdated and needs updating. The proposed approach complements existing per-link beamforming solutions and extends their effectiveness from link-level to network-level. Furthermore, CoBF leverages the AP uncertainty to create MU-MIMO groups through interference-aware scheduling in 802.11ay WLANs. With extensive experimentation and simulations, we show that CoBF can significantly reduce beamforming overhead and improve network capacity for 802.11ay WLANs.

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References

[1]
Yasaman Ghasempour, Muhammad K. Haider, Carlos Cordeiro, Dimitrios Koutsonikolas, and Edward Knightly. 2018. Multi-Stream Beam-Training for mmWave MIMO Networks. In Proceedings of the 24th Annual International Conference on Mobile Computing and Networking (New Delhi, India) (MobiCom '18). ACM, New York, NY, USA, 225--239. https://doi.org/10.1145/3241539.3241556
[2]
IEEE. 2012. IEEE Std 802.11ad-2012. (2012). https://standards.ieee.org/ieee/802.11ad/4527/
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IEEE. 2021. IEEE Std 802.11ay-2021. (2021). https://standards.ieee.org/ieee/802.11ay/6142/
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Remcom Wireless InSite 3D Wireless Prediction Software. 2023. https://www.remcom.com/wireless-insite-em-propagation-software.
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Daniel Steinmetzer, Daniel Wegemer, Matthias Schulz, Joerg Widmer, and Matthias Hollick. 2017. Compressive Millimeter-Wave Sector Selection in Off-the-Shelf IEEE 802.11ad Devices. In Proceedings of the 13th International Conference on Emerging Networking EXperiments and Technologies (Incheon, Republic of Korea) (CoNEXT '17). Association for Computing Machinery, New York, NY, USA, 414--425. https://doi.org/10.1145/3143361.3143384
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Sanjib Sur, Ioannis Pefkianakis, Xinyu Zhang, and Kyu-Han Kim. 2018. Towards Scalable and Ubiquitous Millimeter-Wave Wireless Networks. In Proceedings of the 24th Annual International Conference on Mobile Computing and Networking (New Delhi, India) (MobiCom '18). Association for Computing Machinery, New York, NY, USA, 257--271. https://doi.org/10.1145/3241539.3241579
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Cited By

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  • (2023)Programmable Millimeter-Wave MIMO Radios with Real-Time Baseband ProcessingProceedings of the 17th ACM Workshop on Wireless Network Testbeds, Experimental evaluation & Characterization10.1145/3615453.3616521(17-24)Online publication date: 6-Oct-2023
  • (2024)RAT-Mania: Advancing Multi-RAT Networks With Optimal Beamforming, Slot, and Power Allocation, Through Optimization, Heuristics, and LearningIEEE Access10.1109/ACCESS.2024.345496812(127127-127140)Online publication date: 2024

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Published In

cover image ACM Conferences
SIGMETRICS '23: Abstract Proceedings of the 2023 ACM SIGMETRICS International Conference on Measurement and Modeling of Computer Systems
June 2023
123 pages
ISBN:9798400700743
DOI:10.1145/3578338
  • cover image ACM SIGMETRICS Performance Evaluation Review
    ACM SIGMETRICS Performance Evaluation Review  Volume 51, Issue 1
    SIGMETRICS '23
    June 2023
    108 pages
    ISSN:0163-5999
    DOI:10.1145/3606376
    Issue’s Table of Contents
Permission to make digital or hard copies of part or all of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for third-party components of this work must be honored. For all other uses, contact the Owner/Author.

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Publication History

Published: 19 June 2023

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Author Tags

  1. beamforming
  2. mmwave
  3. wlan

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Cited By

View all
  • (2023)Programmable Millimeter-Wave MIMO Radios with Real-Time Baseband ProcessingProceedings of the 17th ACM Workshop on Wireless Network Testbeds, Experimental evaluation & Characterization10.1145/3615453.3616521(17-24)Online publication date: 6-Oct-2023
  • (2024)RAT-Mania: Advancing Multi-RAT Networks With Optimal Beamforming, Slot, and Power Allocation, Through Optimization, Heuristics, and LearningIEEE Access10.1109/ACCESS.2024.345496812(127127-127140)Online publication date: 2024

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