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Energy-Efficiency Architectural Enhancements for Sensing-Enabled Mobile Networks

Published 25 Oct 2024 in cs.NI | (2410.19589v1)

Abstract: Sensing will be a key technology in 6G networks, enabling a plethora of new sensing-enabled use cases. Some of the use cases relate to deployments over a wide physical area that needs to be sensed by multiple sensing sources at different locations. The efficient management of the sensing resources is pivotal for sustainable sensing-enabled mobile network designs. In this paper, we provide an example of such use case, and show the energy consumption due to sensing has potential to scale to prohibitive levels. We then propose architectural enhancements to solve this problem, and discuss energy saving and energy efficient strategies in sensing, that can only be properly quantified and applied with the proposed architectural enhancements.

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References (19)
  1. I. 2030, “Imt towards 2030 and beyond,” 2023. [Online]. Available: https://www.itu.int/en/ITU-R/study-groups/rsg5/rwp5d/imt-2030/Pages/default.aspx
  2. S. Yao, R. Guan, Z. Peng, C. Xu, Y. Shi, Y. Yue, E. G. Lim, H. Seo, K. L. Man, X. Zhu et al., “Radar perception in autonomous driving: Exploring different data representations,” arXiv preprint arXiv:2312.04861, 2023.
  3. C. Creß, Z. Bing, and A. C. Knoll, “Intelligent transportation systems using roadside infrastructure: A literature survey,” IEEE Transactions on Intelligent Transportation Systems, 2023.
  4. F. B. Teixeira, M. Ricardo, A. Coelho, H. P. Oliveira, P. Viana, N. Paulino, H. Fontes, P. Marques, R. Campos, and L. M. Pessoa, “Converge: A vision-radio research infrastructure towards 6g and beyond,” in 2024 EuCNC &6G Summit.   IEEE, 2024, pp. 1015–1020.
  5. “D1.1: Requirements and use cases,” CONVERGE Project, 2023. [Online]. Available: https://converge-project.eu/wp-content/uploads/2023/10/CONVERGE-D1.1-Requirements-and-use-cases-v1.0.pdf
  6. “Mobile net zero 2024 - state of the industry on climate action,” GSMA, 2024. [Online]. Available: https://www.gsma.com/solutions-and-impact/connectivity-for-good/external-affairs/climate-action/mobile-net-zero-2024/
  7. “Mobile data traffic outlook,” Ericsson, 2024. [Online]. Available: https://www.ericsson.com/en/reports-and-papers/mobility-report/dataforecasts/mobile-traffic-forecast
  8. 3GPP, “3rd generation partnership project; technical specification group services and system aspects; management and orchestration; energy efficiency of 5g (release 18),” 3GPP, Tech. Rep. TS 28.310 V18.5.0 (2024-06), 2024.
  9. I. Maksymova, C. Steger, and N. Druml, “Review of lidar sensor data acquisition and compression for automotive applications,” in Proceedings, vol. 2, no. 13.   MDPI, 2018.
  10. M. Javed, M. Meraz, and P. Chakraborty, “A quick review on recent trends in 3d point cloud data compression techniques and the challenges of direct processing in 3d compressed domain,” arXiv preprint arXiv:2007.05038, 2020.
  11. 3GPP, “Feasibility study on integrated sensing and communication (release 19),” 2024. [Online]. Available: https://www.3gpp.org/ftp/Specs/archive/22_series/22.837/22837-j40.zip
  12. Hexa-X, “Deliverable d1.1 6g vision, use cases and key societal values,” 2021. [Online]. Available: https://hexa-x.eu/wp-content/uploads/2021/02/Hexa-X_D1.1.pdf
  13. 5G-PPP, “5g automotive vision,” 2019. [Online]. Available: https://5g-ppp.eu/wp-content/uploads/2014/02/5G-PPP-White-Paper-on-Automotive-Vertical-Sectors.pdf
  14. “Scaphandre - monitoring agent for energy consumption metrics,” 2024. [Online]. Available: https://github.com/hubblo-org/scaphandre
  15. “Green future networks: Metering in virtualised ran infrastructure,” NGMN, 2024. [Online]. Available: https://www.ngmn.org/wp-content/uploads/GFN_Metering-Virt.-RAN-Infrastructure_V1.0.pdf
  16. A. Liu, Z. Huang, M. Li, Y. Wan, W. Li, T. X. Han, C. Liu, R. Du, D. K. P. Tan, J. Lu et al., “A survey on fundamental limits of integrated sensing and communication,” IEEE Communications Surveys & Tutorials, vol. 24, no. 2, 2022.
  17. 5G-AA, “C-v2x use cases volume ii: Examples and service level requirements,” 2020. [Online]. Available: https://5gaa.org/content/uploads/2020/10/5GAA_White-Paper_C-V2X-Use-Cases-Volume-II.pdf
  18. R. Heinzler, P. Schindler, J. Seekircher, W. Ritter, and W. Stork, “Weather influence and classification with automotive lidar sensors,” in 2019 IEEE Intelligent Vehicles Symposium (IV).   IEEE, June 2019. [Online]. Available: http://dx.doi.org/10.1109/IVS.2019.8814205
  19. N. Aloufi, A. Alnori, V. Thayananthan, and A. Basuhail, “Object detection performance evaluation for autonomous vehicles in sandy weather environments,” Applied Sciences, vol. 13, no. 18, 2023.

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