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Wireless Network Digital Twin Calibrated by Real Time Telemetry and XR Feedback Interface

Authors: Sudhakaran, Susruth; Perez-Ramirez, Javier; Calvacanti, Dave; Cazan, Cosmin; Olson, Nicholas; Rosales, Rafael; Frascolla, Valerio;

Wireless Network Digital Twin Calibrated by Real Time Telemetry and XR Feedback Interface

Abstract

Managing Wireless networks, particularly in indus- trial and factory environments, to meet the escalating demands of time critical applications has become more complex and warrants proactive management strategies. This work introduces an innovative approach to wireless network management enabled by a Digital Twin (DT) designed and continuously enhanced by real-time device telemetry and user inputs through an Ex- tended Reality interface. By collecting real telemetry data from network devices, our methodology defines and calibrates a DT representation of the network, enabling accurate prediction of wireless signal properties and network performance based on simulation models. The DT serves as an automation tool to analyze various scenarios, allowing for informed adjustments to user applications, devices and network configurations. The paper describes a real-life DT implementation of a wireless system in a real enterprise network scenario. Experimental results are provided demonstrating improved performance and user experi- ence enabled by the proposed DT-based network management. The proposed methodology addresses the challenges of real- time network optimization and contributes to advance wireless network management based on device and network telemetry.

Related Organizations
Keywords

Digital Twin, IEEE, IEEE 802.11, WLAN, Wi-FI Simulations, Horizon Europe, SNS JU, Wireless, Wi-Fi, 6G

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average