Publication Details

AI-driven intent-based networking for 5G enhanced robot autonomy

SOPHOCLEOUS, M.; LESSI, C.; XU, Z.; ŠPAŇHEL, J.; QIU, R.; LENDINEZ, A.; CHONDROULIS, I.; BELIKAIDIS, I. AI-driven intent-based networking for 5G enhanced robot autonomy. In AIAI 2022 IFIP WG 12.5 International Workshops. IFIP Advances in Information and Communication Technology. IFIP Advances in Information and Communication Technology. Cham: Springer Nature Switzerland AG, 2022. p. 61-70. ISSN: 1868-422X.
Czech title
Síťování založené na záměru pro vylepšenou autonomii robotů v 5G sítích řízené AI
Type
conference paper
Language
English
Authors
Sophocleous Marios, Dr.
Lessi Christina, M.Sc.
Xu Zhao
Špaňhel Jakub, Ing., Ph.D. (DCGM)
Qiu Renxi, Dr.
Lendinez Adrian, BSc
Chondroulis Ioannis
Belikaidis Ioannis, Ph.D.
Keywords

5G, Intent-based networking, Enhanced robot autonomy, 5G-ERA, Machine Learning, Semantic models, autonomous robots

Abstract

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.

Published
2022
Pages
61–70
Journal
IFIP Advances in Information and Communication Technology, vol. 652, no. 2022, ISSN 1868-422X
Proceedings
AIAI 2022 IFIP WG 12.5 International Workshops
Series
IFIP Advances in Information and Communication Technology
Publisher
Springer Nature Switzerland AG
Place
Cham
DOI
10.1007/978-3-031-08341-9_6
UT WoS
000928736100006
EID Scopus
2-s2.0-85133263129
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"
}
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