5GLoR: 5G LAN Orchestration for enterprise IoT applications
IEEE Future Networks World Forum 2022 5G-LAN is an enterprise local area network (LAN) that leverages 5G technology for wireless connectivity instead of WiFi. 5G technology is unique: it uses network slicing to distinguish customers in the same traffic class using new QoS technologies in the RF doma...
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Zusammenfassung: | IEEE Future Networks World Forum 2022 5G-LAN is an enterprise local area network (LAN) that leverages 5G technology
for wireless connectivity instead of WiFi. 5G technology is unique: it uses
network slicing to distinguish customers in the same traffic class using new
QoS technologies in the RF domain. This unique ability is not supported by most
enterprise LANs, which rely primarily on DiffServ-like technologies that
distinguish among traffic classes rather than customers. We first show that
this mismatch in QoS between the 5G network and the LAN affects the accuracy of
insights from the LAN-resident analytics applications. We systematically
analyze the root causes of the QoS mismatch and propose a first-of-a-kind
5G-LAN orchestrator (5GLoR). 5GLoR is a middleware that applications can use to
preserve the QoS of their 5G data streams through the enterprise LAN. 5GLoR
periodically analyzes the status of the queues, provides suitable DSCP
identifiers to the application, and installs relevant switch re-write rules (to
change DSCP identifiers between switches) to continuously preserve the QoS of
the 5G data through the LAN. 5GLoR improves the RTP frame level delay and
inter-frame delay by 212\% and 122\%, respectively, for the WebRTC application.
Additionally, with 5GLoR, the accuracy of two example applications (face
detection and recognition) improved by 33\%, while the latency was reduced by
about 25\%. Our experiments show that the performance (accuracy and latency) of
applications on a 5G-LAN performs well with the proposed 5GLoR compared to the
same applications on MEC. This is significant because 5G-LAN offers an order of
magnitude more computing, networking, and storage resources to the applications
than the resource-constrained MEC, and mature enterprise technologies can be
used to deploy, manage, and update IoT applications. |
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DOI: | 10.48550/arxiv.2302.02034 |