Third International Workshop on Autonomous Network Management Systems (ANMS 2024)

@ NOMS 2024 - 10 May 2024, Seoul, South Korea

Important Dates

  • Submission deadline: January 19th, 2024 Feburary 2nd, 2024
  • Notification to authors: March 1st, 2024
  • Camera-ready deadline: March 15th, 2024
  • Workshop: May 10th, 2024 (Program)

All times in Anywhere on Earth (AoE) timezone.

Call for Papers

Beyond 5G and 6G wireless systems are expected to handle significantly increased data rates, provide ultra-low latency and enhanced connectivity to massive numbers of devices, and bring improvements in network energy efficiency. This new generation of networking systems aims to be fully autonomous networks (AN) with management capabilities, such as self-configuration, self-healing, self-optimizing, and self-evolving aspects, that today’s networks do not support as their management is largely manual with some automated assistance.

This workshop focuses on novel research in algorithms, architectures, approaches, and applications in the autonomous management of 5G and 6G systems. We encourage original paper submissions from academia and industry presenting work in progress or novel research on the most recent advances, frameworks, models, and approaches for management of autonomous networks using enabling techniques, such as AI/ML, virtualisation, and blockchain. We are also interested in articles revising the state-of-the-art of this topic, showing recent major advances and discoveries, significant gaps in the research, current standardization status, and new future issues.

We invite submissions of original research papers, as well as vision papers and experience reports.

Topics

The aim of the workshop is to share new findings, exchange ideas and discuss research challenges on the following topics (not an exhaustive list):

  • Self-* techniques of network management in AN
  • Network resource and service automation and orchestration in AN
  • Network state prediction and forecasting for AN
  • Network monitoring systems (traffic recognition, anomaly detection, etc.) for AN
  • Intelligent network service provisioning and assurance in AN
  • Methods and algorithms for resource allocation and usage in AN
  • AN management in resource-constrained environments
  • Adaptation and customization of AI for constrained devices (e.g. edge) for control in AN
  • Efficient resource allocation and scheduling (e.g., spectrum, storage, compute) in AN
  • Tools, simulators, or digital twins for planning, validation, and what-if analysis in AN
  • Architectures and frameworks to integrate AI natively in AN
  • Generation and use of knowledge-graphs for AN use cases
  • Taxonomies of explainability of AI decisions for AN use cases
  • The role and usefulness of LLM’s in AN and intent
  • Novel contributions on low carbon and sustainability in AN
  • Blockchain and distributed ledger technology for AN management and trust
  • Security provision and its integration with AN
  • End-to-end management of AN
  • Decentralised and distributed AI for management and operation in AN
  • Autonomous management of access and interaction for the radio spectrum
  • Autonomous management via AI-native approaches and use cases across the network

Organizers

Paul Harvey

Miguel Camelo

Francesc Wilhelmi

Program Committee (TBC)

Adnan Shahid

Albert Bel

Andreas Gavrielides

Andres Garcia Saavedra

Antonio Bazco-Nogueras

Anubhab Banerjee

Chia-Yu Chang

Danny De Vleeschauwer

Esra Aycan Beyazıt

Esteban Municio

Gianluca Fontanesi

Gines Garcia Aviles

Jordi Serra

Juan Felipe Botero

Laurent Ciavaglia

Leon Wong

Livia Elena Chatzieleftheriou

Luca Cominardi

Marco Gramaglia

Michele Gucciardo

Natalia Gaviria Gomez

Nina Slamnik-Krijestorac

Paola Soto Arenas

Paolo Dini

Pere Vilà

Philip Rodgers

Ryo Yanagida

Sergio Barrachina-Muñoz

Program

(more info about the venue here)

Schedule

Time Title Details
09.00-09.15 Welcome
09.15-10.30 Technical Session 1 - ANMS
Enabling 6G Campus Networks Intelligent Control with Digital Twin: A case study Zied Ennaceur,Mounir Bensalem,Cao Vien Phung,André Costa Drummond,Admela Jukan
A Design and Development of Operator for Logical Kubernetes Cluster over Distributed Clouds Thanh-Nguyen Nguyen,Jangwon Lee,Younghan Kim
Policy Compression for Low-Power Intelligent Scaling in Software-Based Network Architectures Thomas Avé , Paola Soto-Arenas , Miguel Camelo, Tom De Schepper , Kevin Mets
10:30-11.00 Coffee Break
11.00-12.30 Technical Session 2 - TNT
Towards Autonomous Networks-Applying Digital Twin to 5G Xhaul Telecom Equipment Configuration Dynamic Management Chueh Pai Lee, Zheng Lei, Min Tzu Liao
Towards a Partial Computation offloading in In-networking Computing-Assisted MEC: A Digital Twin Approach Ibrahim Aliyu, Awwal Arigi, Seungmin Ho, Tai-Won Um, Jinsul Kim
Design of an AI-driven Network Digital Twin for advanced 5G-6G network management Amit Karamchandani, Mario Sanz, Angela Burgaleta, Luis de la Cal, Alberto Mozo, Jose Ignacio Moreno, Antonio Pastor, Diego Lopez
DigSiNet: Using Multiple Digital Twins to Provide Rhythmic Network Consistency Sebastian Rieger, Leon-Niklas Lux, Jannik Schmitt, Martin Stiemerling
12:30-14.00 Lunch Break
11.00-12.30 Technical Session 3 - QoDaNet
Peaking Beyond the Best Route: An Extensive Dataset for Looking Glasses
Analysis of Statistical Distribution Changes of Input Features in Network Traffic Classification Domain
14.45-15.30 Technical Session 4 - Demos
Demo 1 DigSiNet: Using Multiple Digital Twins to Provide Rhythmic Network Consistency
15:30-15.00 Coffee Break
16.00-16.45 Technical Session 5 - Pannel: Trends in Autonomous Networks Management, Digital Twins, and Data
16:45-17.15 Q&A and Open Discussion
17:15 Closing Remarks

Author Information

Paper submissions must present original, unpublished research or experiences. Only original papers that have not been published or submitted for publication elsewhere can be submitted. Each submission must be written in English, accompanied by a 75 to 200 words abstract that clearly outlines the scope and contributions of the paper.

Maximum paper lengths, including title, abstract, all figures, tables, and references, are:

  • 6 pages for regular papers,
  • 4 pages for short papers describing work in progress.

Submissions must be in IEEE 2-column style and follow the style guide. Self-plagiarized papers will be rejected without further review - see IEEE’s policies regarding plagiarism and self-plagiarism are available here.

Authors should submit their papers via JEMS: submission link

Extended versions of the best paper(s) may be considered for fast-tracking to the Journal of Network and Systems Management IF: 2.026 (to be confirmed)

Previous Editions

  • ANMS 2022 can be found here
  • ANMS 2023 can be found here