A Cognitive Serverless Framework for the Cloud-Edge Continuum

Digital, Industry & SpaceHORIZON-RIAID: 101092711
EC Contribution
€59,621
Consortium Size
10 orgs
Start Year
2023
Summary

An effective platform for the cognitive cloud-edge continuum must address a number of unsolved challenges, many of them derived from constrained resource devices, infrastructure heterogeneity, and the need to meet criteria such as performance, resilience, security, data sovereignty, and energy efficiency. A disaggregated architecture is required, making use of AI, automation, and portability to manage and adapt resources and workloads, and to respond in real time to possible incidents and security threats. Edge application developers willing to speed up computation, save energy, and cut costs will need a way to combine their edge devices with the many resources available across the cloud-edge continuum. This innovative approach requires computationally-intensive data processing functions to be easily executed outside edge devices, sensors, and actuators. It is with that vision in mind that this project proposes a new distributed Function-as-a-Service (FaaS) paradigm for edge application management and smart orchestration, which will change how applications and services are deployed and executed in the cloud-edge continuum. Our AI-enabled adaptive serverless framework will provide applications with secure and portable access to a continuous data processing environment that abstracts the large-scale, geo-distributed, and low-latency capabilities provided by the cloud-edge continuum.The Consortium combines innovative open source companies in Europe, high-impact research organizations, and several edge application providers. Our research will be validated in relevant application domains, and will establish an ecosystem with links to industrial initiatives. This project will be transformative for the emerging EU edge ecosystem, providing resources and knowledge for start-ups, SMEs, and industry leaders seeking to look beyond centralized platforms and hyperscalers. It will increase European autonomy not only in data processing but also in strategic edge technologies.

Consortium (10)

Project Results (51)

Source: CORDIS, the EU research results database.

Publications (30)
Future Generation Computer Systems
Future Generation Computer Systems· 2026DOI
Javad Forough; Monowar Bhuyan; Erik Elmroth
Future Generation Computer Systems
Future Generation Computer Systems· 2026DOI
Theodoros Theodoropoulos; Yashwant Singh Patel; Uwe Zdun; Paul Townend; Ioannis Korontanis; Antonios Makris; Konstantinos Tserpes
A Decentralized Microservice Scheduling Approach Using Service Mesh in Cloud-Edge Systems
2025 IEEE International Conference on Joint Cloud Computing (JCC)· 2025DOI
Yang-Yang Wen, Paul Townend, Per-Olov Östberg, Abel Souza, Clément Courageux-Sudan
Adaptive Composition of Machine Learning as a Service (MLaaS) for IoT Environments
2025 IEEE International Conference on Web Services (ICWS)· 2025DOI
Kanneganti, Deepak; Mistry, Sajib; Fattah, Sheik Mohammad Mostakim; Krishna, Aneesh; Bhuyan, Monowar
Decentralized Multi-Agent Reinforcement Learning for the Green Serverless Cloud-Edge Continuum
2025 IEEE International Conference on Service-Oriented System Engineering (SOSE)· 2025DOI
Yashwant Singh Patel; Anurag Choubey; Anil Singh; Paul Townend
Detecting Denial of Wallet Attacks in Serverless Computing: A Neural ODE-LTC Approach
2025 IEEE International Conference on Joint Cloud Computing (JCC)· 2025DOI
Deepanjan Mitra; Nabendu Chaki; Monowar Bhuyan
Enhancing Machine Learning Performance in Dynamic Cloud Environments with Auto-Adaptive Models
2024 IEEE International Conference on Cloud Computing Technology and Science (CloudCom)· 2025DOI
Chanh Nguyen, Monowar Bhuyan, Erik Elmroth
Executing Mobile Edge Functions in the Cloud-Edge Continuum: Analyzing Threats to Location Integrity
2025 12th International Conference on Future Internet of Things and Cloud (FiCloud)· 2025DOI
Philippe Massonet, Christophe Ponsard, Malik Bouhou, Xavier Lessage, Marco Mancini, Ruben S. Montero, Alberto Marti, Monowar Bhuyan, Paul Townend
GreenContinuum: A Formal Model of a Smart Grid-Aware Edge-Cloud Continuum for Carbon and Energy Management
· 2025DOI
Gulbaz, Rohail
IEEE Access
IEEE Access· 2025DOI
Linthoingambi Takhellambam; Urikhimbam Boby Clinton; Nazrul Hoque; Khumukcham Robindro Singh; Monowar Bhuyan
Power Aware Cluster Orchestration: Taxonomy, Initial Results, and Challenges
Proceedings of the 18th IEEE/ACM International Conference on Utility and Cloud Computing· 2025DOI
Ileet Malla, Thijs Metsch, Paul Townend
Securing IoT: Unveiling Attacks with Multiview-Multitask Learning
IEEE Transactions on Artificial Intelligence· 2025DOI
Clinton, Urkhimbam Boby; Hoque, Nazrul; Raza, Shahid; Bhuyan, Monowar
Silent Failures in Stateless Systems: Rethinking Anomaly Detection for Serverless Computing
2025 IEEE International Conference on Service-Oriented System Engineering (SOSE)· 2025DOI
Chanh Nguyen 0001; Erik Elmroth; Monowar Bhuyan
Taming Cold Starts: Proactive Serverless Scheduling with Model Predictive Control
CoRR· 2025DOI
Nguyen, Chanh; Bhuyan, Monowar; Elmroth, Erik
TinySEED: A Lightweight Transformer Architecture with Channel-Attention for DDoS Detection
· 2025
Zhang, Yinuo; Khan, Zulfiqar Ahmad; Nadjm-Tehrani, Simin; Bhuyan, Monowar
Toward Mitigation of Flow Table Modification Attacks in P4‐Based SDN Data Plane
SECURITY AND PRIVACY· 2025DOI
Buchammagari Avinash Reddy, Kshira Sagar Sahoo, Monowar Bhuyan
A combination learning framework to uncover cyber attacks in IoT networks
Internet of Things· 2024DOI
Arati Behera; Kshira Sagar Sahoo; Tapas Kumar Mishra 0002; Monowar H. Bhuyan
A Stable Matching Approach to Energy Efficient and Sustainable Serverless Scheduling for the Green Cloud Continuum
2024 IEEE International Conference on Service-Oriented System Engineering (SOSE)· 2024DOI
Patel, Yashwant Singh; Townend, Paul
Cooperative and Connected Mobility Services in the Cloud-Edge Continuum with Function As A Service Technology and AI-enabled Orchestration
2024 Mediterranean Smart Cities Conference (MSCC)· 2024DOI
Antonio Lalaguna, Paul Townend, Behnam Ojaghi, Constantino Vázquez
IEEE Transactions on Network and Service Management
IEEE Transactions on Network and Service Management· 2024DOI
Kaushik Mishra; Santosh Kumar Majhi; Kshira Sagar Sahoo; Sourav Kumar Bhoi; Monowar H. Bhuyan; Amir H. Gandomi
Modeling the Green Cloud Continuum: integrating energy considerations into Cloud–Edge models
Cluster Computing· 2024DOI
Patel, Y. S., Townend, P., Singh, A., & Östberg, P.-O.
Journal of Cloud Computing
Journal of Cloud Computing· 2023DOI
Moreno-Vozmediano, R., Huedo, E., Montero, R. S., & Llorente, I. M
Anomaly Detection and Resolution on the Edge: Solutions and Future Directions
J. Forough, M. Bhuyan and E. Elmroth
Cliffhanger: An Experimental Evaluation of Stateful Serverless at the Edge
A. Hasselberg, T. O. Timoudas, P. Carbone and G. Dán
COGNIT: Challenges and Vision for a Serverless and Multi-Provider Cognitive Cloud-Edge Continuum
P. Townend et al.
Fast and Flexible Serverless CRDTs at the Edge
Hasselberg, A., Carbon, P. et al.
Formal Models for the Energy-Aware Cloud-Edge Computing Continuum: Analysis and Challenges
Y. S. Patel, P. Townend and P. -O. Östberg
Mobility‑Hub: Next Generation Traffic Light Controller integrated into the Computing Continuum with Serverless Technology and AI‑enabled Orchestration
Antonio Lalaguna, Paul Townend, Behnam Ojaghi, and Constantino Vázquez
Securing P4-SDN Data Plane against Flow Table Modification Attack
B. A. Reddy, K. S. Sahoo and M. Bhuyan
Towards a Workload Mapping Model for Tuning Backing Services in Cloud Systems
Kumar, G., Sahoo, K.S., Bhuyan, M.
Deliverables (20)
Other Results (1)
Periodic Reporting for period 1 - SovereignEdge.Cognit (A Cognitive Serverless Framework for the Cloud-Edge Continuum)