126 citations · 280 across the 7 of their papers we have counts for
7 papers
How Can AI be Distributed in the Computing Continuum? Introducing the Neural Pub/Sub Paradigm
Lauri Lovén, Roberto Morabito, Abhishek Kumar +3
This paper proposes the neural publish/subscribe paradigm, a novel approach to orchestrating AI workflows in large-scale distributed AI systems in the computing continuum. Traditio…
Energy-Sustainable IoT Connectivity: Vision, Technological Enablers, Challenges, and Future Directions
Onel A. López, Osmel M. Rosabal, David Ruiz-Guirola +4
Technology solutions must effectively balance economic growth, social equity, and environmental integrity to achieve a sustainable society. Notably, although the Internet of Things…
Autonomy and Intelligence in the Computing Continuum: Challenges, Enablers, and Future Directions for Orchestration
Henna Kokkonen, Lauri Lovén, Naser Hossein Motlagh +15
Future AI applications require performance, reliability and privacy that the existing, cloud-dependant system architectures cannot provide. In this article, we study orchestration…
Capacitated spatial clustering with multiple constraints and attributes
Leena Ruha, Tero Lähderanta, Lauri Lovén +4
Capacitated spatial clustering, a type of unsupervised machine learning method, is often used to tackle problems in compressing, classifying, logistic optimization and infrastructu…
6G White Paper on Edge Intelligence
Ella Peltonen, Mehdi Bennis, Michele Capobianco +16
In this white paper we provide a vision for 6G Edge Intelligence. Moving towards 5G and beyond the future 6G networks, intelligent solutions utilizing data-driven machine learning…
Edge computing server placement with capacitated location allocation
Tero Lähderanta, Teemu Leppänen, Leena Ruha +5
The deployment of edge computing infrastructure requires a careful placement of the edge servers, with an aim to improve application latencies and reduce data transfer load in oppo…
Open-source RANs in practice: an over-the-air deployment for 5G MEC
Juuso Haavisto, Muhammad Arif, Lauri Lovén +2
Edge computing that leverages cloud resources to the proximity of user devices is seen as the future infrastructure for distributed applications. However, developing and deploying…