Understanding 5G performance for real-world services: a content provider's perspective
Xinjie Yuan, Mingzhou Wu, Zhi Wang, Yifei Zhu, Ming Ma, Junjian Guo, Zhi-Li Zhang, Wenwu Zhu
Abstract
5G has seen rapid growth recently, attracting several measurement studies on its coverage, connectivity and quality of service. However, there is still a lack of understanding of 5G's capabilities and potential impacts from a content provider (CP)'s perspective. This paper fills in this gap by studying 5G networks used by over 23 million users in one year in Kuaishou, a popular crowdsourced live streaming platform. Our measurements provide the following discoveries. i) Standalone (SA) 5G generally provides end-to-end performance improvement as compared with 4G or non-SA (NSA) 5G, but its advantage depends on both the number of cellular users and CP-level configurations. ii) In the radio access network, SA 5G is more sensitive to access density but has better handover tolerance. iii) Controlled experiments with 29 mobile device models on energy consumption refute some "conventional wisdom," including that 5G always consumes more power. iv) Traceroute-based active experiments in over 300 cities show that although users are "closer" to the internet in SA 5G, their end-to-end latency may not benefit from that. Furthermore, we show new design space for 5G participants and provide a 5G-aware rebuffer strategy tested by 9 million viewers in Kuaishou, with a 7% reduction in rebuffer proportion.
Ask about this paper
Ask your agent about it.
Lune has read the top-tier papers around this one, so every answer names the papers it rests on.
Your agent calls
Lunesearch_papers
Free to start. No credit card required.
Terminal
Install the CLIlune papers get 5b7be7ef-43ea-4964-9c27-ecb543b53cf0Cited by top-tier papers5
- A Close Look at 5G in the Wild: Unrealized Potentials and ImplicationsYanbing Liu, Chunyi PengINFOCOM 2023 · 27 citations
- Smooth Handovers via Smoothed Online LearningMichail Kalntis, Andra Lutu, Jesus Alberto Omaña Iglesias, Fernando A. Kuipers et al.INFOCOM 2025 · 7 citations
- M2HO: Mitigating the Adverse Effects of 5G Handovers on TCPZhutian Liu, Qing Deng, Zhaowei Tan, Zhiyun Qian et al.MobiCom 2024 · 5 citations
- A Longitudinal Study of 5G NSA/SA Infrastructure and User Adoption from an MNO PerspectiveAntonio Boiano, Máximo Pirri, Diego Madariaga, Nadezda Chukhno et al.INFOCOM 2026 · 1 citation
- A First Look at Operational RAN Updates and Their Impact on Carrier Traffic Demands and PredictionAntonio Boiano, Nadezda Chukhno, Zbigniew Smoreda, Alessandro Enrico Cesare Redondi et al.INFOCOM 2026 · 1 citation
Related papers
- A variegated look at 5G in the wild: performance, power, and QoE implicationsArvind Narayanan, Xumiao Zhang, Ruiyang Zhu, Ahmad Hassan et al.SIGCOMM 2021 · 259 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
- 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
- Dissecting Carrier Aggregation in 5G Networks: Measurement, QoE Implications and PredictionWei Ye, Xinyue Hu, Steven Sleder, Anlan Zhang et al.SIGCOMM 2024 · 36 citations
- A First Look at Commercial 5G Performance on SmartphonesArvind Narayanan, Eman Ramadan, Jason Carpenter, Qingxu Liu et al.WWW 2020 · 268 citations
