9 citations · 12 across the 9 of their papers we have counts for
11 papers
BIPPO: Budget-Aware Independent PPO for Energy-Efficient Federated Learning Services
Anna Lackinger, Andrea Morichetta, Pantelis A. Frangoudis +1
Federated Learning (FL) is a promising machine learning solution in large-scale IoT systems, guaranteeing load distribution and privacy. However, FL does not natively consider infr…
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…
MACH: Multi-Agent Coordination for RSU-centric Handovers
Nikolaus Spring, Andrea Morichetta, Boris Sedlak +1
This paper introduces MACH, a novel approach for optimizing task handover in vehicular computing scenarios. To ensure fast and latency-aware placement of tasks, the decision-making…
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 Multi-dimensional Elasticity for Pervasive Stream Processing Services
Boris Sedlak, Andrea Morichetta, Philipp Raith +2
This paper proposes a hierarchical solution to scale streaming services across quality and resource dimensions. Modern scenarios, like smart cities, heavily rely on the continuous…
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…
Adaptive Stream Processing on Edge Devices through Active Inference
Boris Sedlak, Victor Casamayor Pujol, Andrea Morichetta +2
The current scenario of IoT is witnessing a constant increase on the volume of data, which is generated in constant stream, calling for novel architectural and logical solutions fo…
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…
SuMo: A Mutation Testing Strategy for Solidity Smart Contracts
Morena Barboni, Andrea Morichetta, Andrea Polini
Smart Contracts are software programs that are deployed and executed within a blockchain infrastructure. Due to their immutable nature, directly resulting from the specific charact…
Collaboration vs. choreography conformance in BPMN
Flavio Corradini, Andrea Morichetta, Andrea Polini +2
The BPMN 2.0 standard is a widely used semi-formal notation to model distributed information systems from different perspectives. The standard makes available a set of diagrams to…