Publikationen (FIS)

Roadmap for edge AI

A Dagstuhl Perspective

authored by
Aaron Yi Ding, Ella Peltonen, Tobias Meuser, Atakan Aral, Christian Becker, Schahram Dustdar, Thomas Hiessl, Dieter Kranzlmüller, Madhusanka Liyanage, Setareh Maghsudi, Nitinder Mohan, Jörg Ott, Jan S. Rellermeyer, Stefan Schulte, Henning Schulzrinne, Gürkan Solmaz, Sasu Tarkoma, Blesson Varghese, Lars Wolf
Abstract

Based on the collective input of Dagstuhl Seminar (21342), this paper presents a comprehensive discussion on AI methods and capabilities in the context of edge computing, referred as Edge AI. In a nutshell, we envision Edge AI to provide adaptation for data-driven applications, enhance network and radio access, and allow the creation, optimisation, and deployment of distributed AI/ML pipelines with given quality of experience, trust, security and privacy targets. The Edge AI community investigates novel ML methods for the edge computing environment, spanning multiple sub-fields of computer science, engineering and ICT. The goal is to share an envisioned roadmap that can bring together key actors and enablers to further advance the domain of Edge AI.

Organisation(s)
Dependable and Scalable Software Systems
External Organisation(s)
Delft University of Technology
University of Oulu
Technische Universität Darmstadt
University of Vienna
University of Mannheim
TU Wien (TUW)
Ludwig-Maximilians-Universität München (LMU)
University College Dublin
University of Tübingen
Technical University of Munich (TUM)
Hamburg University of Technology (TUHH)
Columbia University
NEC Corporation
University of Helsinki
University of St. Andrews
Technische Universität Braunschweig
Type
Article
Journal
Computer communication review
Volume
52
Pages
28-33
No. of pages
6
ISSN
0146-4833
Publication date
01.03.2022
Publication status
Published
Peer reviewed
Yes
ASJC Scopus subject areas
Software, Computer Networks and Communications
Electronic version(s)
http://resolver.tudelft.nl/uuid:b9608511-c9ea-4d78-b828-cd58871bf695 (Access: Open)
https://doi.org/10.1145/3523230.3523235 (Access: Closed)