A variegated look at 5G in the wild: performance, power, and QoE implications
Arvind Narayanan, Xumiao Zhang, Ruiyang Zhu, Ahmad Hassan, Shuowei Jin, Xiao Zhu, Xiaoxuan Zhang, Denis Rybkin, Zhengxuan Yang, Zhuoqing Morley Mao, Feng Qian, Zhi-Li Zhang
Abstract
Motivated by the rapid deployment of 5G, we carry out an in-depth measurement study of the performance, power consumption, and application quality-of-experience (QoE) of commercial 5G networks in the wild. We examine different 5G carriers, deployment schemes (Non-Standalone, NSA vs. Standalone, SA), radio bands (mmWave and sub 6-GHz), protocol configurations (e.g. Radio Resource Control state transitions), mobility patterns (stationary, walking, driving), client devices (i.e. User Equipment), and upper-layer applications (file download, video streaming, and web browsing). Our findings reveal key characteristics of commercial 5G in terms of throughput, latency, handover behaviors, radio state transitions, and radio power consumption under the above diverse scenarios, with detailed comparisons to 4G/LTE networks. Furthermore, our study provides key insights into how upper-layer applications should best utilize 5G by balancing the critical tradeoff between performance and energy consumption, as well as by taking into account the availability of both network and computation resources. We have released the datasets and tools of our study at https://github.com/SIGCOMM21-5G/artifact.
Ask about this paper
Your agent reads all of it.
Lune indexed this paper to the last equation, along with the top-tier papers that cite it. Ask a question and the answer quotes them.
Your agent calls
Luneget_paper_fulltext
Free to start. No credit card required.
Terminal
Install the CLIlune papers fulltext 86447d68-2b96-4e47-820b-bbf20d8ea8e6Cited by top-tier papers44
- A Multifaceted Look at Starlink PerformanceNitinder Mohan, Andrew E. Ferguson, Hendrik Cech, Rohan Bose et al.WWW 2024 · 154 citations
- EMP: edge-assisted multi-vehicle perceptionXumiao Zhang, Anlan Zhang, Jiachen Sun, Xiao Zhu et al.MobiCom 2021 · 137 citations
- A Comparative Measurement Study of Commercial 5G mmWave DeploymentsArvind Narayanan, Muhammad Iqbal Rochman, Ahmad Hassan, Bariq S. Firmansyah et al.INFOCOM 2022 · 95 citations
- Vivisecting mobility management in 5G cellular networksAhmad Hassan, Arvind Narayanan, Anlan Zhang, Wei Ye et al.SIGCOMM 2022 · 92 citations
- A case for stateless mobile core network functions in spaceYuanjie Li, Hewu Li, Wei Liu, Lixin Liu et al.SIGCOMM 2022 · 59 citations
Builds on5
- Learning in situ: a randomized experiment in video streamingFrancis Y. Yan, Hudson Ayers, Chenzhi Zhu, Sadjad Fouladi et al.NSDI 2020 · 360 citations
- Understanding Operational 5G: A First Measurement Study on Its Coverage, Performance and Energy ConsumptionDongzhu Xu, Anfu Zhou, Xinyu Zhang, Guixian Wang et al.SIGCOMM 2020 · 284 citations
- A First Look at Commercial 5G Performance on SmartphonesArvind Narayanan, Eman Ramadan, Jason Carpenter, Qingxu Liu et al.WWW 2020 · 268 citations
- ViVo: visibility-aware mobile volumetric video streamingBo Han, Yu Liu, Feng QianMobiCom 2020 · 183 citations
- DeepVista: 16K Panoramic Cinema on Your Mobile DeviceWenxiao Zhang, Feng Qian, Bo Han, Pan HuiWWW 2021 · 28 citations
Related papers
- Unveiling the 5G Mid-Band Landscape: From Network Deployment to Performance and Application QoERostand A. K. Fezeu, Claudio Fiandrino, Eman Ramadan, Jason Carpenter et al.SIGCOMM 2024 · 32 citations
- Understanding 5G performance for real-world services: a content provider's perspectiveXinjie Yuan, Mingzhou Wu, Zhi Wang, Yifei Zhu et al.SIGCOMM 2022 · 38 citations
- A Close Look at 5G in the Wild: Unrealized Potentials and ImplicationsYanbing Liu, Chunyi PengINFOCOM 2023 · 27 citations
- Spotlight on 5G: Performance, Device Evolution and Challenges from a Mobile Operator PerspectivePaniz Parastar, Andra Lutu, Özgü Alay, Giuseppe Caso et al.INFOCOM 2023 · 29 citations
- Characterizing 5G Adoption and its Impact on Network Traffic and Mobile Service ConsumptionSachit Mishra, André Felipe Zanella, Orlando E. Martínez-Durive, Diego Madariaga et al.INFOCOM 2024 · 10 citations
