SPIREC

Multi-level supervision and prediction for geo-distributed and heterogeneous infrastructures in the Cloud/Edge/IoT continuum

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Mission and Keywords

Define methods, by using distributed machine learning in particular, to enable their efficient management, provide means of securing them, and ensure a variety of QoS properties.

Supervision, Prediction, Mitigation Heterogeneous multi-level infrastructures Applications and software stacks AI Cloud/Edge/Internet of Things continuum
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Context and Aims

Today, the cloud is the main infrastructure on which the world’s largest distributed applications are built. New requirements are emerging for computing and storage capacities at the edge, and for the many Internet of Things (IoT) devices in smart cities, industries, and vehicular networks.

The resulting Cloud-Edge-IoT continuum is characterized by highly heterogeneous infrastructures and multi-layered applications. To ensure service quality and security, the SPIREC project focuses on three primary aims:

Continuum Monitoring: Observing heterogeneous services and software stacks.
Anomaly Detection: Detecting runtime execution failures.
Resource Prediction: Forecasting resource utilization using artificial intelligence.

The partners develop software components and tools to integrate these functionalities into existing infrastructures and future software ecosystems like SLICES.

Project Presentation

Watch a short introduction to the SPIREC project and its goals.

News & Events

Stay updated with the latest news, announcements, and events from the SPIREC project.

Participation in the Trans Numérique

The SPIREC project participated in the Trans Numérique event. Check our poster presentation in French.

February 1, 2026 Read More →

Launch of the new SPIREC website

Excited to announce the launch of our new SPIREC website with improved features and content.

November 15, 2025 Read More →

Publication of the SPIREC framework in IWEC 2024

Our SPIREC framework has been published in IWEC 2024. Read more about our research contributions.

November 1, 2025 Read More →

SPIREC Plenary Day - IMT Atlantique, Nantes

The SPIREC Plenary Day took place on November 14, 2025, at IMT Atlantique's Nantes campus (France).

November 14, 2025 Read More →

Internal SPIREC seminar

Internal SPIREC seminar held in September 2025.

September 1, 2025 Read More →

Latest Results

Recent scientific publications and research outcomes from the SPIREC project.

Enabling Immersive Experiences With Edge AI and 5G Cellular Network: The Case of Virtual Try-On

Authors: Hamza Kchok, Ilhem Fajjari, Nadjib Aitsaadi, Mourad Gueroui, Richard Li, Faten Chaieb

IEEE Network, 2026, pp. 1-8

View Paper / Link

BSTL: Bayesian STL for Predictive Edge Service Monitoring with Probabilistic Guarantee

Authors: Deng Zhao, Zhangbing Zhou, Xiaoyan Meng, Xiao Xue, Ruixi Pan, Walid Gaaloul

IEEE Transactions on Services Computing, 2025

View Paper / Link

A Novel Adaptive Hybrid AI Deployment for Virtual Try-On Applications in 5G-Edge Networks

Authors: Hamza Kchok, Ilhem Fajjari, Faten Chaieb-Chakchouk, Nadjib Aitsaadi, Abdelhak Mourad Gueroui, Richard Li

IEEE International Conference on Modeling, Analysis and Simulation of Wireless and Mobile Systems - MSWIM 2025

View Paper / Link

Contact Us

For any inquiries, information, or potential collaboration with the SPIREC project, feel free to contact the coordinator.

contact@spirec-cloud.fr