[go: up one dir, main page]
More Web Proxy on the site http://driver.im/
Skip to main content

TAB: CSI Lossless Compression for MU-MIMO Network

  • Conference paper
  • First Online:
Collaborative Computing: Networking, Applications and Worksharing (CollaborateCom 2020)

Abstract

Multi-user MIMO (MU-MIMO) is an important technology to improve data transmission efficiency for future network, such as 5G and WiFi 6, due to its ability of enabling multi-users’ concurrent transmissions. To achieve concurrent diversity gains, MU-MIMO network resource allocation relies on the feedback of Channel State Information (CSI) from multiple clients. CSI feedbacks from large user population, however, heavily degrade the throughput of a MU-MIMO network. Pursuing smart CSI feedback, we present a CSI timeliness-aware balanced mechanism, named TAB. It is a novel MU-MIMO protocol to eliminate unnecessary feedback overhead and improve CSI utilization within channel coherence time. TAB is fully compatible with the WiFi 5/6 standard and most state-of-the-art CSI feedback strategies, and is easy to be deployed on existing WiFi systems. Our software-radio based implementation and testbed experimentation demonstrate that TAB substantially improves the throughput of both downlink and uplink MU-MIMO network by 1.5\(\times \) at least.

This work was supported by National Key R & D Program of China 2019YFB2102201, NSFC Grant No. 61772413, 61802299, and 61672424.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Subscribe and save

Springer+ Basic
£29.99 /Month
  • Get 10 units per month
  • Download Article/Chapter or eBook
  • 1 Unit = 1 Article or 1 Chapter
  • Cancel anytime
Subscribe now

Buy Now

Chapter
GBP 19.95
Price includes VAT (United Kingdom)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
GBP 71.50
Price includes VAT (United Kingdom)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
GBP 89.99
Price includes VAT (United Kingdom)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

Similar content being viewed by others

References

  1. Afaqui, M.S., Garcia-Villegas, E., Lopez-Aguilera, E.: IEEE 802.11ax: challenges and requirements for future high efficiency WiFi. IEEE Wirel. Commun. 24(3), 130–137 (2017)

    Google Scholar 

  2. Cai, Y., et al.: CSI feedback reduction by checking its validity period: poster. In: Proceedings of the 22nd Annual International Conference on Mobile Computing and Networking (MobiCom 2016), pp. 469–470. ACM (2016)

    Google Scholar 

  3. Crepaldi, R., Lee, J., Etkin, R., Lee, S.J.: CSI-SF: estimating wireless channel state using CSI sampling & fusion. In: Proceedings of the 32nd IEEE Conference on Computer Communications (INFOCOM), pp. 154–162 (2012)

    Google Scholar 

  4. Duplicy, J., et al.: MU-MIMO in LTE systems. EURASIP J. Wirel. Commun. Netw. 2011(1), 1–13 (2011). https://doi.org/10.1155/2011/496763

    Article  Google Scholar 

  5. Gast, M.: 802.11ac: A Survival Guide. O’Reilly Media, Sebastopol (2013)

    Google Scholar 

  6. Halperin, D., Hu, W., Sheth, A., Wetherall, D.: Tool release: gathering 802.11n traces with channel state information. ACM SIGCOMM Comput. Commun. Rev. 41(1), 53–53 (2011)

    Google Scholar 

  7. Fang, J., Wang, L., Qin, Z., Liu, J., Lu, B.: GCC: group-based CSI feedback compression for MU-MIMO networks. Mobile Netw. Appl. 23(3), 407–418 (2018). https://doi.org/10.1007/s11036-018-1015-1

    Article  Google Scholar 

  8. Jiang, Z.P., et al.: Communicating is crowdsourcing: Wi-Fi indoor localization with CSI-based speed estimation. J. Comput. Sci. Technol. 29(4), 589–604 (2014). https://doi.org/10.1007/s11390-014-1452-7

    Article  Google Scholar 

  9. Li, S., Li, D.X., Zhao, S.: 5G Internet of Things: a survey. J. Ind. Inf. Integr. 10, 1–9 (2018)

    Google Scholar 

  10. Ma, Y., Gang, Z., Shan, L.: ELiMO: eliminating channel feedback from MIMO. In: 2017 IEEE International Conference on Smart Computing (SMARTCOMP), pp. 1–8 (2017)

    Google Scholar 

  11. Ma, Y., Zhou, G., Lin, S., Chen, H.: RoFI: rotation-aware WiFi channel feedback. IEEE Internet Things J. 4(5), 1684–1695 (2017)

    Article  Google Scholar 

  12. Mukherjee, A., Zhang, Z.: Channel State Information Compression for MIMO systems based on curve fitting, pp. 1–9 (2016)

    Google Scholar 

  13. Shen, W., Lin, K.C., Chen, M., Tan, K.: SIEVE: scalable user grouping for large MU-MIMO systems, pp. 1975–1983 (2015)

    Google Scholar 

  14. Sur, S., Pefkianakis, I., Zhang, X., Kim, K.H.: Practical MU-MIMO user selection on 802.11 ac commodity networks. In: Proceedings of the 22nd ACM Annual International Conference on Mobile Computing & Networking (MobiCom 2016), pp. 122–134. ACM (2016)

    Google Scholar 

  15. Tang, Z., Qin, Z., Zhu, M., Fang, J., Ma, H.: TOUSE: a fair user selection mechanism based on dynamic time warping for MU-MIMO networks. KSII Trans. Internet Inf. Syst. 11(9), 4398–4417 (2017)

    Google Scholar 

  16. Teng, W., Zhang, X.: Random access signaling for network MIMO uplink. In: IEEE Conference on Computer Communications (INFOCOM), pp. 1–9 (2016)

    Google Scholar 

  17. Xi, W., Ma, R., Cai, Y., Zhao, K.: Prevent CSI spoofing in uplink MU-MIMO transmission. In: Proceedings of the 1st Workshop on Context Sensing & Activity Recognition (CSAR 2015), pp. 13–18 (2015)

    Google Scholar 

  18. Xie, X., Zhang, X.: Scalable user selection for MU-MIMO networks. In: Proceedings of the 33rd IEEE Conference on Computer Communications (INFOCOM), pp. 808–816 (2014)

    Google Scholar 

  19. Xie, X., Zhang, X., Sundaresan, K.: Adaptive feedback compression for MIMO networks. In: Proceedings of the 19th Annual International Conference on Mobile Computing & Networking (MobiCom 2013), pp. 477–488 (2013)

    Google Scholar 

  20. Zhang, S., Xi, W., Xu, Q., Zhao, K., Cai, Y.: Accurate CSI estimation to eliminate unnecessary transmission for MU-MIMO networks. In: Proceedings of the 2019 International Conference on Embedded Wireless Systems and Networks (EWSN 2019), pp. 166–177. ACM, Junction Publishing, USA (2019)

    Google Scholar 

  21. Zhang, X., Sundaresan, K., Khojastepour, M.A.A., Rangarajan, S., Shin, K.G.: NEMOx: scalable network MIMO for wireless networks. In: Proceedings of the 19th Annual International Conference on Mobile Computing & Networking (MobiCom 2013), pp. 453–464. ACM (2013)

    Google Scholar 

  22. Zhou, A., Teng, W., Zhang, X., Ma, H.: Guidepost: scalable MU-MIMO user selection via indirect channel orthogonality evaluation. IEEE Trans. Mob. Comput. 18(7), 1556–1570 (2018)

    Article  Google Scholar 

  23. Zhou, A., Wei, T., Zhang, X., Liu, M., Li, Z.: Signpost: scalable MU-MIMO signaling with zero CSI feedback. In: Proceedings of the 16th ACM International Symposium on Mobile Ad Hoc Networking and Computing (MobiHoc 2015), pp. 327–336 (2015)

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Kun Zhao .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2021 ICST Institute for Computer Sciences, Social Informatics and Telecommunications Engineering

About this paper

Check for updates. Verify currency and authenticity via CrossMark

Cite this paper

Xu, Q., Xi, W., Han, L., Zhao, K. (2021). TAB: CSI Lossless Compression for MU-MIMO Network. In: Gao, H., Wang, X., Iqbal, M., Yin, Y., Yin, J., Gu, N. (eds) Collaborative Computing: Networking, Applications and Worksharing. CollaborateCom 2020. Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering, vol 349. Springer, Cham. https://doi.org/10.1007/978-3-030-67537-0_7

Download citation

  • DOI: https://doi.org/10.1007/978-3-030-67537-0_7

  • Published:

  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-030-67536-3

  • Online ISBN: 978-3-030-67537-0

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics