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Resource Reservation in Sliced Networks: An Explainable Artificial Intelligence (XAI) Approach

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posted on 01.10.2021, 08:21 by Pieter BarnardPieter Barnard, Irene Macaluso, Nicola Marchetti, Luiz Pereira da SilvaLuiz Pereira da Silva
The growing complexity of wireless networks has sparked an upsurge in the use of artificial intelligence (AI) within the telecommunication industry in recent years. In network slicing, a key component of 5G that enables network operators to lease their resources to third-party tenants, AI models may be employed in complex tasks, such as short-term resource reservation (STRR). When AI is used to make complex resource management decisions with financial and service quality implications, it is important that these decisions be understood by a human-in-the-loop. In this paper, we apply state-of-the art techniques from the field of Explainable AI (XAI) to the problem of STRR. Using real-world data to develop an AI model for STRR, we demonstrate how our XAI methodology can be used to explain the real-time decisions of the model, to reveal trends about the model’s general behaviour, as well as aid in the diagnosis of potential faults during the model’s development. In addition, we quantitatively validate the faithfulness of the explanations across an extensive range of XAI metrics to ensure they remain trustworthy and actionable.

Funding

SFI Centre for Research Training in Advanced Networks for Sustainable Societies

Science Foundation Ireland

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CONNECT: The Centre for Future Networks & Communications

Science Foundation Ireland

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Commonwealth of Virginia (IR) - Phase IV- Cybersecurity and Workforce

Office of the Secretary of Defense

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History

Email Address of Submitting Author

barnardp@tcd.ie

ORCID of Submitting Author

https://orcid.org/ 0000-0003-2851-1470

Submitting Author's Institution

Trinity College Dublin

Submitting Author's Country

Ireland