5 papers · 1 filter
Multi-Dimensional Autoscaling of Stream Processing Services on Edge Devices
Boris Sedlak, Philipp Raith, Andrea Morichetta +2
Edge devices have limited resources, which inevitably leads to situations where stream processing services cannot satisfy their needs. While existing autoscaling mechanisms focus e…
Formal and Empirical Study of Metadata-Based Profiling for Resource Management in the Computing Continuum
Andrea Morichetta, Stefan Nastic, Victor Casamayor Pujol +1
We present and formalize a general approach for profiling workload by leveraging only a priori available static metadata to supply appropriate resource needs. Understanding the req…
Towards Adaptive Asynchronous Federated Learning for Human Activity Recognition
Rastko Gajanin, Anastasiya Danilenka, Andrea Morichetta +1
In this work, we tackle the problem of performing multi-label classification in the case of extremely heterogeneous data and with decentralized Machine Learning. Solving this issue…
RainCloud: Decentralized Coordination and Communication in Heterogeneous IoT Swarms
Filip Loisel, Geri Zeqo, Andrea Morichetta +2
The increasing volume and complexity of IoT systems demand a transition from the cloud-centric model to a decentralized IoT architecture in the so-called Computing Continuum, with…
SLO-Aware Task Offloading within Collaborative Vehicle Platoons
Boris Sedlak, Andrea Morichetta, Yuhao Wang +4
In the context of autonomous vehicles (AVs), offloading is essential for guaranteeing the execution of perception tasks, e.g., mobile mapping or object detection. While existing wo…