Adaptive virtualization for AI-enabled Cloud-edge Continuum

Informations projet

CloudSkin

N° de convention de subvention: 101092646

DOI

10.3030/101092646

Projet clôturé

Date de signature de la CE 17 Novembre 2022

Date de début 1 Janvier 2023

Date de fin 31 Decembre 2025

Financé au titre de

• Digital, Industry and Space

Coût total

€ 3 405 322,51

Contribution de l’UE

€ 3 405 322,50

Coordonné par

UNIVERSITAT ROVIRA I VIRGILI
Spain

CORDIS fournit des liens vers les livrables publics et les publications des projets HORIZON.

Les liens vers les livrables et les publications des projets du 7e PC, ainsi que les liens vers certains types de résultats spécifiques tels que les jeux de données et les logiciels, sont récupérés dynamiquement sur OpenAIRE .

Livrables

Other (5)

Active Ephemeral Data Store Release Candidate and Specification

Interim report with details on integration of active compute elements. Early access prototype and initial results from experiments with different workloads.

Design and early prototype of CLOUDSKIN Learning Plane

Design of the architecture and technologies to produce the CLOUDSKIN Learning Plane, and first prototype with demonstration case.

Initial prototype for Cloud-edge cells

Early software release of Cloud-edge cells virtualisation technology for different environments (C/C++, Python) as well as partial TEE support to ensure confidentiality and integrity of the involved components.

Ephemeral Data Store Release Candidate and Specifications

Interim report with details on data store design including performance tier, disaggregated storage tier and integration with persistent data store for checkpointing/recovery. Early access prototypes and initial results from benchmarking framework and experiments.

Early release of Ephemeral Data Store

Early software release of the data store, focusing on definition of API's and application integrationof the performance tier.

Data Management Plan (2)

Data Management Plan, 1st version

First version of the Data Management Plan. Experiments, workloads, benchmarks, and results will be delivered as open data to the community. This deliverable will evolve during the lifetime of the project in order to reflect the current status of data management.

Data Management Plan, 2nd version

This deliverable presents the second version of the project Data Management Plan (DMP). It is submitted on Month 18 as a Mid–Term review of the CLOUDSKIN Data Management Plan.

Websites, patent fillings, videos etc. (1)

Public Project Website

A website will be developed in order to provide a continuous update about the project progress and the resultsobtained during it. All public deliverables and publications (Open Access) will be uploaded on the website.

Documents, reports (5)

Experiments, Initial Specifications and Testbed specs

Description of use case scenarios, experiments and benchmarking framework.Initial specifications of the architecture.First version of Cloud-edge testbed with enumeration of required services in different Clouds. The testbed should be available by month M12 to execute first experiments.This deliverable will evolve during the lifetime of the project in order to present the status of the project's reflections on data management.

Communication Report

Description of the dissemination activities with lessons learned andprogress reporting. Further, it will describe community involvement activities.

Learning methods for Infrastructure and Workload management

Specification and first testing models on the different knowledge generation and decision making mechanisms. The produced models and their reproducible validation will be published through open-source distribution channels.

Cloud-edge cells Release Candidate and Specifications

Interim report with details on Cloud-edge cells design and summaries for outcomes of each task. Description of specifications and APIs of backend extensible infrastructure for different clouds and heterogeneous resources. Early access prototypes and initial results for different use cases as well as confidential orchestrator support. It will include early experiment results with use case applications in Python, C++, and JavaScript.

Communication Plan

Definition of the required process and strategy for dissemination activities.Description of the planned dissemination activities and expected progress reporting. Description of initial planned community involvement activities.

Demonstrators, pilots, prototypes (1)

CLOUDSKIN Architecture Specs and Early Prototypes

Specification of the Architecture and APIs. Documentation, early tutorials, and automated tests for the early prototypes of the different software components. First description and evaluation of the results obtained from use cases' validation using different experiments and workloads.

Publications

Conference proceedings (23)

Intelligent Optimization of Distributed Pipeline Execution in Serverless Platforms: A Predictive Model Approach

Auteurs: Usama Benabdelkrim Zakan, German Telmo Eizaguirre, Pedro Garcia Lopez
Publié dans: Proceedings of the 10th International Workshop on Serverless Computing, 2025
Éditeur: ACM
DOI: 10.1145/3702634.3702951

Optimizing WebAssembly Garbage Collection in Go: Performance Insights, Tuning Tips, and Batch Execution Strategies

Auteurs: Safia Guellil, Marc Sánchez-Artigas
Publié dans: 2025 IEEE 45th International Conference on Distributed Computing Systems (ICDCS), 2025
Éditeur: IEEE
DOI: 10.1109/ICDCS63083.2025.00071

Is It Time To Put Cold Starts In The Deep Freeze?

Auteurs: Carlos Segarra, Ivan Durev, Peter Pietzuch
Publié dans: Proceedings of the ACM Symposium on Cloud Computing, 2025
Éditeur: ACM
DOI: 10.1145/3698038.3698527

StreamSense: Policy-driven Semantic Video Search in Streaming Systems

Auteurs: Gerard Finol, Arnau Gabriel, Pedro García-López, Raúl Gracia-Tinedo, Luis Liu, Reuben Docea, Max Kirchner, Sebastian Bodenstedt
Publié dans: Proceedings of the 25th International Middleware Conference Industrial Track on ZZZ, 2025
Éditeur: ACM
DOI: 10.1145/3700824.3701097

Coupling Orchestration and DNS for Seamless Service Migration in the Edge–Cloud Continuum

Auteurs: Michail Dalgitsis, Eftychia Datsika, Marc Palacín, Peini Liu, Javier Santaella Sánchez, Maria A. Serrano, Angelos Antonopoulos
Publié dans: 2025 IEEE 33rd International Conference on Network Protocols (ICNP), 2025
Éditeur: IEEE
DOI: 10.1109/ICNP65844.2025.11192408

A Last-Level Defense for Application Integrity and Confidentiality

Auteurs: Fernandez, Gabriel P.; Brito, Andrey; Hartono, Ardhi Putra Pratama; Sardar, Muhammad Usama; Fetzer, Christof
Publié dans: IEEE/ACM 16th International Conference on Utility and Cloud Computing (UCC 2023), 2023
Éditeur: N/A
DOI: 10.48550/arxiv.2311.06154

Triad: Trusted Timestamps in Untrusted Environments

Auteurs: G. Pereira Fernandez, A. Brito, and C. Fetzer
Publié dans: 2023
Éditeur: arxiv
DOI: 10.48550/arXiv.2311.06156

A Comprehensive Study on the Impact of Vulnerable Dependencies on Open-Source Software

Auteurs: Shree Hari Bittugondanahalli Indra Kumar, Lília Rodrigues Sampaio, André Martin, Andrey Brito, Christof Fetzer
Publié dans: 2024 IEEE 35th International Symposium on Software Reliability Engineering (ISSRE), 2025
Éditeur: IEEE
DOI: 10.1109/ISSRE62328.2024.00020

"""Back to the Byte"": Towards Byte-oriented Semantics for Streaming Storage"

Auteurs: Raúl Gracia-Tinedo, Flavio Junqueira, Tom Kaitchuck
Publié dans: Proceedings of the 25th International Middleware Conference Industrial Track on ZZZ, 2025
Éditeur: ACM
DOI: 10.1145/3700824.3701099

On Data Processing through the Lenses of S3 Object Lambda

Auteurs: Pablo Gimeno Sarroca; Marc Sánchez-Artigas
Publié dans: Crossref, 2023, ISBN 979-8-3503-3414-2
Éditeur: IEEE
DOI: 10.1109/infocom53939.2023.10228890

A Reliability Score for Video-Analytics Edge-IoT Devices in Urban Environments

Auteurs: Marçal Garcia, Joan Oliveras Torra, David Aguilera-Luzón, Peini Liu, Mario José Diván, Josep Lluís Berral
Publié dans: 2025 21st International Conference on Distributed Computing in Smart Systems and the Internet of Things (DCOSS-IoT), 2025
Éditeur: IEEE
DOI: 10.1109/DCOSS-IOT65416.2025.00100

SinClave

Auteurs: Franz Gregor, Robert Krahn, Do Le Quoc, Christof Fetzer
Publié dans: Proceedings of the 24th International Middleware Conference on ZZZ, 2025
Éditeur: ACM
DOI: 10.1145/3590140.3629107

Serverful Functions: Leveraging Servers in Complex Serverless Workflows (industry track)

Auteurs: Germán T. Eizaguirre, Daniel Barcelona-Pons, Aitor Arjona, Gil Vernik, Pedro García-López, Theodore Alexandrov
Publié dans: Proceedings of the 25th International Middleware Conference Industrial Track on ZZZ, 2025
Éditeur: ACM
DOI: 10.1145/3700824.3701095

Mobility Usecase: Intelligent Service Migration in Cloud-Edge Continuum

Auteurs: Peini Liu, Joan Oliveras Torra, Marc Palacín, Michail Dalgitsis, Maria A. Serrano, Eftychia Datsika, Angelos Antonopoulos, Javier Santaella Sánchez, Jordi Guitart, Josep Ll. Berral, Ramon Nou
Publié dans: 2025 IEEE 33rd International Conference on Network Protocols (ICNP), 2025
Éditeur: IEEE
DOI: 10.1109/ICNP65844.2025.11192452

Understanding the Latency-Security Tradeoff: TEE-based Confidential Computing for Streaming Workloads

Auteurs: Alan Cueva Mora, K.P.N. Jayasena, Robert Krahn, Enrique Chirivella-Perez, Christof Fetzer
Publié dans: 2025 IEEE 33rd International Conference on Network Protocols (ICNP), 2025
Éditeur: IEEE
DOI: 10.1109/ICNP65844.2025.11192400

Towards Multi-Tier Stream Data Tiering in the Cloud-Edge Continuum

Auteurs: Omar Jundi, Raúl Gracia-Tinedo, Sean Ahearne, Pascal Spörri, Bernard Metzler
Publié dans: 2024 IEEE 32nd International Conference on Network Protocols (ICNP), 2025
Éditeur: IEEE
DOI: 10.1109/ICNP61940.2024.10858547

Mosaic: Optimizing Cloud Resource Efficiency with Lazily-Packaged Application Modules

Auteurs: Serhii Ivanenko, Carlos Segarra, Rodrigo Bruno
Publié dans: Proceedings of the 3rd Workshop on SErverless Systems, Applications and MEthodologies, 2025
Éditeur: ACM
DOI: 10.1145/3721465.3721864

Manifesting the Elasticity of Serverless Data Pipelines: a Metabolomics Use Case

Auteurs: Elena Díez-Cuadrado, Germán Telmo Eizaguirre, Enrique Molina-Giménez
Publié dans: Proceedings of the 11th International Workshop on Serverless Computing, 2025
Éditeur: ACM
DOI: 10.1145/3774899.3775018

Data-Connector: An Agent-Based Framework for Autonomous ML-Based Smart Management in Cloud-Edge Continuum

Auteurs: Peini Liu, Joan Oliveras Torra, Marc Palacín, Jordi Guitart, Josep Ll. Berral, Ramon Nou
Publié dans: 2024 IEEE 32nd International Conference on Network Protocols (ICNP), 2025
Éditeur: IEEE
DOI: 10.1109/ICNP61940.2024.10858515

Integrating Reliability into Intent-Driven Orchestration on Kubernetes-based Edge Nodes

Auteurs: Josep Lluís Berral, David Aguilera-Luzón, Peini Liu, Ramon Nou, Maria Serrano, Angelos Antonopoulos, Javier Santaella, Mario José Diván
Publié dans: 2025 IEEE 33rd International Conference on Network Protocols (ICNP), 2025
Éditeur: IEEE
DOI: 10.1109/ICNP65844.2025.11192389

Dynamic In-node Group-Aware Scheduling for Multi-Tenant Machine Learning Services on Kubernetes

Auteurs: Peini Liu, Jordi Guitart
Publié dans: 2025 IEEE 18th International Conference on Cloud Computing (CLOUD), 2025
Éditeur: IEEE
DOI: 10.1109/CLOUD67622.2025.00017

Dexter: A Performance-Cost Efficient Resource Allocation Manager for Serverless Data Analytics

Auteurs: Anna Maria Nestorov, Diego Marrón, Alberto Gutierrez-Torre, Chen Wang, Claudia Misale, Alaa Youssef, David Carrera, Josep Lluís Berral
Publié dans: Proceedings of the 25th International Middleware Conference, 2025
Éditeur: ACM
DOI: 10.1145/3652892.3700753

CRISP: Confidentiality, Rollback, and Integrity Storage Protection for Confidential Cloud-Native Computing

Auteurs: Hartono, Ardhi Putra Pratama; Brito, Andrey; Fetzer, Christof
Publié dans: 2024 IEEE 17th International Conference on Cloud Computing (CLOUD), 2024
Éditeur: IEEE
DOI: 10.48550/ARXIV.2408.06822

Book chapters (3)

Leveraging Expert Knowledge for Real-Time Online Adaptation of Intraoperative Liver Registration

Auteurs: Peng Liu, Sebastian Bodenstedt, Fiona Kolbinger, Carina Riediger, Jürgen Weitz, Stefanie Speidel, Micha Pfeiffer
Publié dans: Lecture Notes in Computer Science, Shape in Medical Imaging, 2024
Éditeur: Springer Nature Switzerland
DOI: 10.1007/978-3-031-75291-9_11

$$\text {T}^{2}$$GS: Comprehensive Reconstruction of Dynamic Surgical Scenes with Gaussian Splatting

Auteurs: Jinjing Xu, Chenyang Li, Peng Liu, Micha Pfeiffer, Liwen Liu, Reuben Docea, Martin Wagner, Stefanie Speidel
Publié dans: Lecture Notes in Computer Science, Medical Image Computing and Computer Assisted Intervention – MICCAI 2025, 2025
Éditeur: Springer Nature Switzerland
DOI: 10.1007/978-3-032-05114-1_57

Sicherheitsmechanismen des Cloud-Computings zur Verwendung in Korrekturverfahren

Auteurs: Robert Krahn, Christof Fetzer
Publié dans: Thermo-energetische Gestaltung von Werkzeugmaschinen, 2025
Éditeur: Springer Fachmedien Wiesbaden
DOI: 10.1007/978-3-658-45180-6_14

Other (2)

SinClave

Auteurs: Franz Gregor; Robert Krahn; Do Le Quoc; Christof Fetzer
Publié dans: Crossref, 2023
DOI: 10.48550/arxiv.2311.02697

Scaling a Variant Calling Genomics Pipeline with FaaS

Auteurs: Aitor Arjona; Arnau Gabriel-Atienza; Sara Lanuza-Orna; Xavier Roca-Canals; Ayman Bourramouss; Tyler K. Chafin; Lucio Marcello; Paolo Ribeca; Pedro García-López
Publié dans: Proceedings of the 9th International Workshop on Serverless Computing, 2023, ISBN 979-8-3503-3414-2
Éditeur: ACM
DOI: 10.1145/3631295.3631403

Peer reviewed articles (6)

Nature Communications

Auteurs: Bishoy Wadie; Lachlan Stuart; Christopher M. Rath; Bernhard Drotleff; Sergii Mamedov; Theodore Alexandrov
Publié dans: Nature Communications, 2023, ISSN 2041-1723
Éditeur: Nat Commun
DOI: 10.1038/S41467-024-52213-9

Scalable energy-aware VM allocation on cloud data centers through mathematical programming models

Auteurs: Roberto Meroni, Jordi Guitart
Publié dans: Future Generation Computer Systems, Numéro 174, 2025, ISSN 0167-739X
Éditeur: Elsevier BV
DOI: 10.1016/J.FUTURE.2025.108011

Forecasting Trends in Cloud-Edge Computing: Unleashing the Power of Attention Mechanisms

Auteurs: Berend J. D. Gort, Godfrey M. Kibalya, Maria A. Serrano, Angelos Antonopoulos
Publié dans: IEEE Communications Magazine, Numéro 63, 2025, ISSN 0163-6804
Éditeur: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/MCOM.001.2300583

DyEndoVO: scene dynamics-aware pose estimation of endoscope in minimally invasive surgery

Auteurs: Jinjing Xu, Reuben Docea, Micha Pfeiffer, Martin Wagner, Marius Distler, Stefanie Speidel
Publié dans: International Journal of Computer Assisted Radiology and Surgery, 2025, ISSN 1861-6429
Éditeur: Springer Science and Business Media LLC
DOI: 10.1007/S11548-025-03549-0

Enhancing the output of time series forecasting algorithms for cloud resource provisioning

Auteurs: Ferran Agulló, Alberto Gutierrez-Torre, Jordi Torres, Josep Ll. Berral
Publié dans: Future Generation Computer Systems, Numéro 170, 2025, ISSN 0167-739X
Éditeur: Elsevier BV
DOI: 10.1016/J.FUTURE.2025.107833

IEEE Transactions on Biomedical Engineering

Auteurs: Reuben Docea; Jinjing Xu; Wei Ling; Alexander C. Jenke; Fiona R. Kolbinger; Marius Distler; Carina Riediger; Jürgen Weitz; Stefanie Speidel; Micha Pfeiffer
Publié dans: IEEE Transactions on Biomedical Engineering, 2024, ISSN 0018-9294
Éditeur: Institute of Electrical and Electronics Engineers
DOI: 10.1109/TBME.2024.3424771