Detail výsledku

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. no. 2022, p. 61-70. ISSN: 1868-422X.
Typ
článek ve sborníku konference
Jazyk
anglicky
Autoři
Sophocleous Marios, Dr.
Lessi Christina, M.Sc.
Xu Zhao
Špaňhel Jakub, Ing., Ph.D., UPGM (FIT)
Qiu Renxi, Dr.
Lendinez Adrian, BSc
Chondroulis Ioannis
Belikaidis Ioannis, Ph.D.
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

Rok
2022
Strany
61–70
Časopis
IFIP Advances in Information and Communication Technology, roč. 652, č. 2022, ISSN 1868-422X
Sborník
AIAI 2022 IFIP WG 12.5 International Workshops
Řada
IFIP Advances in Information and Communication Technology
Konference
18th International Conference on Artificial Intelligence Applications and Innovations
Vydavatel
Springer Nature Switzerland AG
Místo
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"
}
Projekty
5G vylepšená autonomie robotů, EU, Horizon 2020, zahájení: 2021-01-01, ukončení: 2024-06-30, ukončen
Moderní metody zpracování, analýzy a zobrazování multimediálních a 3D dat, VUT, Vnitřní projekty VUT, FIT-S-20-6460, zahájení: 2020-03-01, ukončení: 2023-02-28, ukončen
Výzkumné skupiny
Výzkumná skupina počítačové grafiky (VZ GRAPH)
Pracoviště
Ústav počítačové grafiky a multimédií (UPGM)
Nahoru