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SOPHOCLEOUS, M. LESSI, C. XU, Z. ŠPAŇHEL, J. QIU, R. LENDINEZ, A. CHONDROULIS, I. BELIKAIDIS, I.
Originální název
AI-driven intent-based networking for 5G enhanced robot autonomy
Typ
článek ve sborníku ve WoS nebo Scopus
Jazyk
angličtina
Originální abstrakt
Innovative 5G orchestration architectures so far, have been mainly designed and optimized for Quality of Service (QoS), but are not aware of Quality of Experience (QoE). This makes intent recognition and End-to-End interpretability an inherited problem for orchestration systems, leading to possible creation of ineffective control policies. In this paper, an intent-based networking for autonomous robots is being proposed and demonstrated through the 5G-ERA project. In particular, to map an intent from individual vertical action to a global OSM control policy, a workflow of four tools is proposed: i) Action Sequence Generation, ii) Network Intent Estimation, iii) Resource Usage Forecasting, and iv) OSM Control Policy Generation. All of these tools are described in the paper with specific function descriptions, inputs, outputs and the semantic models/Machine Learning tools that have been used. Finally, the paper presents the developed intent-based dashboard for the visualization of the tools outputs, whilst taking QoE into consideration.
Klíčová slova
5G, Intent-based networking, Enhanced robot autonomy, 5G-ERA, Machine Learning, Semantic models, autonomous robots
Autoři
SOPHOCLEOUS, M.; LESSI, C.; XU, Z.; ŠPAŇHEL, J.; QIU, R.; LENDINEZ, A.; CHONDROULIS, I.; BELIKAIDIS, I.
Vydáno
4. 4. 2022
Nakladatel
Springer Nature Switzerland AG
Místo
Cham
ISSN
1868-422X
Periodikum
IFIP Advances in Information and Communication Technology
Ročník
652
Číslo
2022
Stát
neuvedeno
Strany od
61
Strany do
70
Strany počet
10
BibTex
@inproceedings{BUT182277, author="Marios {Sophocleous} and Christina {Lessi} and Zhao {Xu} and Jakub {Špaňhel} and Renxi {Qiu} and Adrian {Lendinez} and Ioannis {Chondroulis} and Ioannis {Belikaidis}", title="AI-driven intent-based networking for 5G enhanced robot autonomy", booktitle="AIAI 2022 IFIP WG 12.5 International Workshops", year="2022", series="IFIP Advances in Information and Communication Technology", journal="IFIP Advances in Information and Communication Technology", volume="652", number="2022", pages="61--70", publisher="Springer Nature Switzerland AG", address="Cham", doi="10.1007/978-3-031-08341-9\{_}6", issn="1868-422X" }