TY - GEN
T1 - Implementing network applications for 5G-enabled robots through the 5G-ERA platform
AU - Gavrielides, Andreas
AU - Sophocleous, Marios
AU - Lessi, Christina C.
AU - Agapiou, George
AU - Špaňhel, Jakub
AU - Lendinez Ibanez, Adrian
AU - Qiu, Renxi
AU - Li, Dayou
N1 - Publisher Copyright:
© 2023, IFIP International Federation for Information Processing.
PY - 2023/6/2
Y1 - 2023/6/2
N2 - Novel orchestration architectures for 5G networks have primarily focused on enhancing Quality of Service, yet have neglected to address Quality of Experience concerns. Consequently, these systems struggle with intent recognition and End-to-End interpretability, resulting in the possibility of suboptimal control policies being developed. The 5G-ERA project has proposed and demonstrated an AI-driven intent-based networking solution for autonomous robots to address this issue. Specifically, the proposed solution employs a workflow consisting of four tools - Action Sequence Generation, Network Intent Estimation, Resource Usage Forecasting, and OSM Control Policy Generation - to map an individual vertical action's intent to a global OSM control policy. The paper describes how the 5G-ERA platform enables the onboarding and control of 5G-enabled robots and how we demonstrate the platform’s capabilities through the project’s use cases.
AB - Novel orchestration architectures for 5G networks have primarily focused on enhancing Quality of Service, yet have neglected to address Quality of Experience concerns. Consequently, these systems struggle with intent recognition and End-to-End interpretability, resulting in the possibility of suboptimal control policies being developed. The 5G-ERA project has proposed and demonstrated an AI-driven intent-based networking solution for autonomous robots to address this issue. Specifically, the proposed solution employs a workflow consisting of four tools - Action Sequence Generation, Network Intent Estimation, Resource Usage Forecasting, and OSM Control Policy Generation - to map an individual vertical action's intent to a global OSM control policy. The paper describes how the 5G-ERA platform enables the onboarding and control of 5G-enabled robots and how we demonstrate the platform’s capabilities through the project’s use cases.
KW - 5G-ERA
KW - 5G-enabled robots
KW - 5G
KW - Enhanced robot autonomy
KW - Intent-based networking
KW - Semantic models
KW - autonomous robots
KW - Machine Learning
UR - https://www.scopus.com/pages/publications/85163926287
U2 - 10.1007/978-3-031-34171-7_4
DO - 10.1007/978-3-031-34171-7_4
M3 - Conference contribution
SN - 9783031341731
VL - 677
T3 - IFIP Advances in Information and Communication Technology
SP - 55
EP - 65
BT - Artificial Intelligence Applications and Innovations. AIAI 2023 IFIP WG 12.5 International Workshops MHDW 2023, 5G-PINE 2023, ΑΙBMG 2023, and VAA-CP-EB 2023, León, Spain, June 14–17, 2023, Proceedings
A2 - Maglogiannis, Ilias
A2 - Iliadis, Lazaros
A2 - Papaleonidas, Antonios
A2 - Chochliouros, Ioannis
PB - Springer
T2 - Artificial Intelligence Applications and Innovations. AIAI 2023 IFIP WG 12.5 International Workshops
Y2 - 14 June 2023 through 17 June 2023
ER -