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SEAMS 2022
Mon 23 - Tue 24 May 2022
co-located with ICSE 2022
Fri 20 May 2022 12:00 - 12:10 at SEAMS room - Edge and Fog Chair(s): Simos Gerasimou, Rogério de Lemos Rogério

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Nowadays a wide range of applications is constrained by low-latency requirements that cloud infrastructures cannot meet. Multi-access Edge Computing (MEC) has been proposed as the reference architecture for executing applications closer to users and reduce latency, but new challenges arise: edge nodes are resource-constrained, the workload can vary significantly since users are nomadic, and task complexity is increasing (e.g., machine learning inference). To overcome these problems, the paper presents NEPTUNE, a serverless-based framework for managing complex MEC solutions. NEPTUNE i) places functions on edge nodes according to user locations, ii) avoids the saturation of single nodes, iii) exploits GPUs when available, and iv) allocates resources (CPU cores) dynamically to meet foreseen execution times. A prototype, built on top of K3S, was used to evaluate NEPTUNE on a set of experiments that demonstrate a significant reduction in terms of response time, network overhead, and resource consumption compared to three state-of-the-art approaches.

Fri 20 May

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12:00 - 13:05
Edge and Fog SEAMS 2022 at SEAMS room
Chair(s): Simos Gerasimou University of York, UK, Rogério de Lemos Rogério r.delemos@kent.ac.uk
NEPTUNE: Network- and GPU-aware Management of Serverless Functions at the EdgeBest Paper AwardResearch Paper
SEAMS 2022
Luciano Baresi Politecnico di Milano, Davide Yi Xian Hu Politecnico di Milano, Giovanni Quattrocchi Politecnico di Milano, Luca Terracciano Politecnico di Milano
Towards Self-Adaptive Peer-to-Peer Monitoring for Fog EnvironmentsResearch Paper
SEAMS 2022
Vera Colombo Università degli Studi di Milano-Bicocca, Alessandro Tundo University of Milano-Bicocca, Michele Ciavotta University of Milano - Bicocca, Leonardo Mariani University of Milano-Bicocca
Simdex: A Simulator of a Real Self-adaptive Job-dispatching System BackendArtifact PaperBest Artifact Award
SEAMS 2022
Martin Kruliš Charles University, Tomas Bures Charles University, Czech Republic, Petr Hnětynka Charles University
Pre-print Media Attached
SEAMS 2022

Information for Participants
Fri 20 May 2022 12:00 - 13:05 at SEAMS room - Edge and Fog Chair(s): Simos Gerasimou, Rogério de Lemos Rogério
Info for room SEAMS room:

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