Affiliation:
1. Princeton University, Princeton, NJ, USA
Abstract
Accurate and highly-granular channel capacity telemetry of the cellular last hop is crucial for the effective operation of transport layer protocols and cutting edge applications, such as video on demand and video telephony. This paper presents the design, implementation, and experimental performance evaluation of NG-Scope, the first such telemetry tool able to fuse physical-layer channel occupancy readings from the cellular control channel with higher-layer packet arrival statistics and make accurate capacity estimates. NG-Scope handles the latest cellular innovations, such as when multiple base stations aggregate their signals together to serve mobile users. End-to-end experiments in a commercial cellular network demonstrate that wireless capacity varies significantly with channel quality, mobility, competing traffic within each cell, and the number of aggregated cells. Our experiments demonstrate significantly improved cell load estimation accuracy, missing the detection of less than 1% of data capacity overall, a reduction of 82% compared to OWL, the state-of-the-art in cellular monitoring. Further experiments show that MobileInsight-based CLAW has a root-mean-squared capacity error of 30.5 Mbit/s, which is 3.3× larger than NG-Scope (9.2 Mbit/s).
Funder
National Science Foundation
Publisher
Association for Computing Machinery (ACM)
Subject
Computer Networks and Communications,Hardware and Architecture,Safety, Risk, Reliability and Quality,Computer Science (miscellaneous)
Reference47 articles.
1. 3G PP. TS 36.321 : Evolved Universal Terrestrial Radio Access (E-UTRA) ; Medium Access Control (MAC) protocol specification. 3GPP. TS 36.321: Evolved Universal Terrestrial Radio Access (E-UTRA); Medium Access Control (MAC) protocol specification.
2. 3G PP. TS36.211 : Evolved Universal Terrestrial Radio Access (E-UTRA) ; Physical channels and modulation. 3GPP. TS36.211: Evolved Universal Terrestrial Radio Access (E-UTRA); Physical channels and modulation.
3. 3G PP. TS36.213 : Evolved Universal Terrestrial Radio Access (E-UTRA) ; Physical layer procedures. 3GPP. TS36.213: Evolved Universal Terrestrial Radio Access (E-UTRA); Physical layer procedures.
4. 5G specifications. hrefhttps://www.3gpp.org/release-15Available here. 5G specifications. hrefhttps://www.3gpp.org/release-15Available here.
5. Oboe
Cited by
4 articles.
订阅此论文施引文献
订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献
1. Enhancing Neural Adaptive Wireless Video Streaming via Lower-Layer Information Exposure;ICC 2024 - IEEE International Conference on Communications;2024-06-09
2. Characterizing and Modeling Mobile Networks User Traffic at Millisecond Level;Proceedings of the 17th ACM Workshop on Wireless Network Testbeds, Experimental evaluation & Characterization;2023-10-02
3. Trust-free service measurement and payments for decentralized cellular networks;Proceedings of the 21st ACM Workshop on Hot Topics in Networks;2022-11-14
4. Synergy: A SmartNIC Accelerated 5G Dataplane and Monitor for Mobility Prediction;2022 IEEE 30th International Conference on Network Protocols (ICNP);2022-10-30