ABSTRACT
Millimeter-wave (mm-wave) frequencies are seen as the new frontier in enabling high capacity for 5G-and-beyond cellular networks. However, spatio-temporal variations of the mm-wave channel impose significant challenges for high rate error-free communication, due to increased propagation loss and blockage susceptibility. In this paper, we analyze the end-to-end mobile user performance and the extent of mobility management overhead in the presence of dynamic pedestrian blockages. We use site-specific propagation data obtained via high resolution ray-tracing and realistic pedestrian traffic to implement site-specific user mobility and pedestrian blockage models, and integrate these in an extensive ns-3 framework to study the end-to-end mobile user performance. Our results show that the number of mm-wave mobility management events -- beam tracking, beam steering and handover -- strongly depends on the pedestrian walk nature and number of blockage events, i.e. the primary mm-wave serving link can be blocked for up to 36% of a walk duration. These frequent short-term pedestrian blockages can lead to TCP throughput degradation of up to 35% and TCP round-trip-time spikes of over 1 s, compared to the achievable network performance when pedestrian blockages are not considered, assuming mobility management with up-to-date CSI. We also show that stale CSI -- arising from delay in periodic beam training procedures -- results in more frequent and sub-optimal mobility management decisions and an additional TCP throughput degradation of up to 30%, compared to the achievable TCP throughput assuming mobility management with up-to-date CSI.
- T. Anup, C. Mark, and G. Amitava. 2014. Handoff Rates for Millemeter wave 5G Systems. In Proc. IEEE VTC. Vancouver, Canada.Google Scholar
- M. Gapeyenko, A. Samuylov, M. Gerasimenko, D. Moltchanov, S. Singh, M. R. Akdeniz, E. Aryafar, N. Himayat, S. Andreev, and Y. Koucheryavy. 2017. On the Temporal Effects of Mobile Blockers in Urban Millimeter-Wave Cellular Scenarios. IEEE Transactions on Vehicular Technology, Vol. 66, 11 (2017), 10124--10138.Google Scholar
Cross Ref
- M. Giordani, M. Mezzavilla, and M. Zorzi. 2016. Initial Access in 5G mmWave Cellular Networks. IEEE Communications Magazine, Vol. 54, 11 (Nov. 2016), 40--47. Google Scholar
Digital Library
- M. Giordani, M. Polese, A. Roy, D. Castor, and M. Zorzi. 2019. A Tutorial on Beam Management for 3GPP NR at mmWave Frequencies. IEEE Communications Surveys and Tutorials, Vol. 21, 1 (2019), 173--196.Google Scholar
Cross Ref
- PVT Group. [n.d.] a. Final assesment of PVT Viswalk. https://www.ptvgroup.com/fileadmin/user_upload/Areas_of_Application/Microscopic_Traffic_Simulation/AoA_Microscopic_SuccessStory_ProRail_Amsterdam_EN.pdfGoogle Scholar
- PVT Group. [n.d.] b. PVT Viswalk. https://www.ptvgroup.com/en/solutions/products/ptv-viswalk/Google Scholar
- A. Ichkov, P. M"ahönen F. Malloli, and L. Simić. 2018. Network Control Overhead of Mobility Support in Millimeter-Wave Urban Cellular Networks. In Proc. ACM mmNets. New Delhi, India. Google Scholar
Digital Library
- A. Ichkov, P. Mähönen, and L. Simić. 2020. Is Ray-Tracing Viable for Millimeter-Wave Networking Studies?. In Proc. IEEE PIMRC. London, UK.Google Scholar
- ITU-R Resolution 238 (WRC-15). 2015. Studies on frequency-related matters for International Mobile Telecommunications identification including possible additional allocations to the mobile services on a primary basis in portion(s) of the frequency range between 24.25 and 86 GHz for the future development of International Mobile Telecommunications for 2020 and beyond.Google Scholar
- I. K. Jain, R. Kumar, and S. S. Panwar. 2019. The Impact of Mobile Blockers on Millimeter Wave Cellular Systems. IEEE Journal on Selected Areas in Communications, Vol. 37, 4 (2019), 854--868.Google Scholar
- P. J. Mateo, C. Fiandrino, and J. Widmer. 2019. Analysis of TCP Performance in 5G mm-Wave Mobile Networks. In Proc. IEEE ICC. Shangai, China.Google Scholar
- M. Mezzavilla, M. Zhang, M. Polese, R. Ford, S. Dutta, S. Rangan, and M. Zorzi. 2018. End-to-End Simulation of 5G mmWave Networks. IEEE Communications Surveys Tutorials, Vol. 20, 3 (thirdquarter 2018), 2237--2263.Google Scholar
Cross Ref
- M. Polese, M. Mezzavilla, S. Rangan, and M. Zorzi. 2017. Mobility Management for TCP in MmWave Networks. In Proc. ACM mmNets. Snowbird, Utah, USA. Google Scholar
Digital Library
- S. Rangan, T. S. Rappaport, and E. Erkip. 2014. Millimeter-Wave Cellular Wireless Networks: Potentials and Challenges. Proc. IEEE, Vol. 102, 3 (2014), 366--385.Google Scholar
- M. Rebato, L. Resteghini, C. Mazzucco, and M. Zorzi. 2018. Study of Realistic Antenna Patterns in 5G mmWave Cellular Scenarios. In Proc. IEEE ICC. Kansas City, USA.Google Scholar
- L. Simić, S. Panda, J. Riihijärvi, and P. Mähönen. 2017. Coverage and Robustness of mm-Wave Urban Cellular Networks: Multi-Frequency HetNets Are the 5G Future. In Proc. IEEE SECON. San Diego, USA.Google Scholar
- L. Simic, J. Riihijärvi, A. Venkatesh, and P. Mähönen. 2017. Demo abstract: An open source toolchain for planning and visualizing highly directional mm-wave cellular networks in the 5G era. In Proc. IEEE INFOCOM Workshops. Atlanta, USA.Google Scholar
- M. Xiao, S. Mumtaz, Y. Huang, L. Dai, Y. Li, M. Matthaiou, G. K. Karagiannidis, E. Björnson, K. Yang, C. I, and A. Ghosh. 2017. Millimeter wave communications for future mobile networks. IEEE Journal on Selected Areas in Communications, Vol. 35, 9 (Sep. 2017), 1909--1935.Google Scholar
- G. Xylomenos, G. C. Polyzos, P. Mahonen, and M. Saaranen. 2001. TCP performance issues over wireless links. IEEE Communications Magazine, Vol. 39, 4 (2001), 52--58. Google Scholar
Digital Library
- M. Zhang, M. Polese, M. Mezzavilla, J. Zhu, S. Rangan, S. Panwar, and a. M. Zorzi. 2019. Will TCP Work in mmWave 5G Cellular Networks? IEEE Communications Magazine, Vol. 57, 1 (Jan. 2019), 65--71. Google Scholar
Digital Library
- M. Zhangi, M. Polese, M. Mezzavilla, S. Rangan, and M. Zorzi. 2017. Ns-3 Implementation of the 3GPP MIMO Channel Model for Frequency Spectrum above 6 GHz. In Proc. of the Workshop on Ns-3. Porto, Portugal. Google Scholar
Digital Library
Index Terms
End-to-End Millimeter-Wave Network Performance and Mobility Management Overhead in Urban Cellular Deployments with Realistic Pedestrian Traffic and Blockages
Recommendations
Network Control Overhead of Mobility Support in Millimeter-Wave Urban Cellular Networks
mmNets '18: Proceedings of the 2nd ACM Workshop on Millimeter Wave Networks and Sensing SystemsMillimeter-wave (mm-wave) bands promise multi-Gbps rates for future cellular networks by utilizing high-gain beamforming antenna arrays. However, the directional mm-wave transmissions are prone to blockage, making seamless network coverage and mobility ...
Survey and Analysis of Integrating PMIPv6 and MIH Mobility Management Approaches for Heterogeneous Wireless Networks
The deployment of different types of wireless technologies led to additional challenges to the issue of mobility management in next generation wireless networks. In addition to the regular movement of the mobile users in a heterogeneous environment, ...
A mobility management model based on users' mobility profiles for IPv6 networks
Fourth-generation (4G) mobile systems provide access to a wide range of services and enable mobile users to communicate regardless of their geographical location and their roaming characteristics. Due to the growing number of mobile users, global ...





Comments