A Cognitive Serverless Framework for the Cloud-Edge Continuum

Risultati finali

Software source code of the components developed in tasks T3.1, T3.2, T3.3, and T3.4 is delivered and made public at the end of each cycle in a single deliverable.

Cognit Serverless Platform - Software Source - a

Software source code of the components developed in tasks T4.1, T4.2, T4.3, and T4.4 is delivered and made public at the end of each cycle in a single deliverable.

Cognit Serverless Platform - Software Source - b

Software source code of the components developed in tasks T4.1, T4.2, T4.3, and T4.4 is delivered and made public at the end of each cycle in a single deliverable.

Cognit FaaS Model - Software Source - b

Software source code of the components developed in tasks T3.1, T3.2, T3.3, and T3.4 is delivered and made public at the end of each cycle in a single deliverable.

Cognit Framework - Software Source - a

The technology developed in WP3 and WP4 will be integrated and distributed in two intermediary versions, and one final version at the end of the Project. The software release will include guides for users and integrators.

Cognit FaaS Model - Scientific Report - a

A single Report delivered at the end of each cycle that summarizes the research and development design performed in tasks T3.1, T3.2, T3.3, and T3.4.

Cognit Framework - Architecture - c

D2.[1,2,3,4,5,6]. Cognit Framework Architecture - [a,b,c,d,e,f] (R) (M3, M9, M15, M21, M27, M33)The main version of this deliverable will be released at the end of start phase (M3), with the analysis of use case requirements (T2.1), sovereignty, sustainability, interoperability and security requirements (T2.2), programming model (T2.3), framework architecture (T2.4), and verification (T2.5). The Project will generate incremental releases at the end of each 6-month research cycle (M9, M15, M21, M27, M33) with updates if any in use cases (T2.1), sovereignty, sustainability, interoperability, security requirements (T2.2), and Verification (T2.5).

Use Cases - Scientific Report - c

The first version of this deliverable will be released at the end of start phase (M3) with the use case requirements. The Project will then generate incremental releases at the end of each 6-month research cycle (M9, M15, M21, M27, M33) with updates (if any) in requirements, a description of the open source integration and certification process, and a description of the research, development, and validation done in the cycle.

Communication and Dissemination Plan and Report - b

This document provides information about the Project communication and dissemination plan including the specification of the target dissemination groups, the publication policy, event planning, and marketing. It also reports the dissemination activities that will take place throughout the Project. It is an ongoing deliverable with subsequent, updated versions to be produced in M18 and M36.

Cognit Serverless Platform - Scientific Report - b

A single Report delivered at the end of each cycle that summarizes the research and development design performed in tasks T4.1, T4.2, T4.3, and T4.4.

Use Cases - Scientific Report - b

The first version of this deliverable will be released at the end of start phase (M3) with the use case requirements. The Project will then generate incremental releases at the end of each 6-month research cycle (M9, M15, M21, M27, M33) with updates (if any) in requirements, a description of the open source integration and certification process, and a description of the research, development, and validation done in the cycle.

Cognit FaaS Model - Scientific Report - b

A single Report delivered at the end of each cycle that summarizes the research and development design performed in tasks T3.1, T3.2, T3.3, and T3.4.

Data and Research Outputs Management Plan - b

The Project will develop a detailed data management plan (DMP) for making the data/research outputs findable, accessible, interoperable, and reusable (FAIR) as a deliverable in month M6, and will be revised towards the end of the Project’s lifetime in months M18 and M36.

Communication and Dissemination Plan and Report - a

This document provides information about the Project communication and dissemination plan including the specification of the target dissemination groups, the publication policy, event planning, and marketing. It also reports the dissemination activities that will take place throughout the Project. It is an ongoing deliverable with subsequent, updated versions to be produced in M18 and M36.

Data and Research Outputs Management Plan - a

The Project will develop a detailed data management plan (DMP) for making the data/research outputs findable, accessible, interoperable, and reusable (FAIR) as a deliverable in month M6, and will be revised towards the end of the Project’s lifetime in months M18 and M36.

Use Cases - Scientific Report - a

The first version of this deliverable will be released at the end of start phase (M3) with the use case requirements. The Project will then generate incremental releases at the end of each 6-month research cycle (M9, M15, M21, M27, M33) with updates (if any) in requirements, a description of the open source integration and certification process, and a description of the research, development, and validation done in the cycle.

Cognit Framework - Architecture - b

D2.[1,2,3,4,5,6]. Cognit Framework Architecture - [a,b,c,d,e,f] (R) (M3, M9, M15, M21, M27, M33)The main version of this deliverable will be released at the end of start phase (M3), with the analysis of use case requirements (T2.1), sovereignty, sustainability, interoperability and security requirements (T2.2), programming model (T2.3), framework architecture (T2.4), and verification (T2.5). The Project will generate incremental releases at the end of each 6-month research cycle (M9, M15, M21, M27, M33) with updates if any in use cases (T2.1), sovereignty, sustainability, interoperability, security requirements (T2.2), and Verification (T2.5).

Cognit Framework - Architecture - a

D2.[1,2,3,4,5,6]. Cognit Framework Architecture - [a,b,c,d,e,f] (R) (M3, M9, M15, M21, M27, M33)The main version of this deliverable will be released at the end of start phase (M3), with the analysis of use case requirements (T2.1), sovereignty, sustainability, interoperability and security requirements (T2.2), programming model (T2.3), framework architecture (T2.4), and verification (T2.5). The Project will generate incremental releases at the end of each 6-month research cycle (M9, M15, M21, M27, M33) with updates if any in use cases (T2.1), sovereignty, sustainability, interoperability, security requirements (T2.2), and Verification (T2.5).

Cognit Serverless Platform - Scientific Report - a

A single Report delivered at the end of each cycle that summarizes the research and development design performed in tasks T4.1, T4.2, T4.3, and T4.4.

Cognit Framework - Demo - a

Demo of the Cognit Platform in the deployment of the use cases at different stages.

Pubblicazioni

A combination learning framework to uncover cyber attacks in IoT networks

Autori: Arati Behera; Kshira Sagar Sahoo; Tapas Kumar Mishra 0002; Monowar H. Bhuyan
Pubblicato in: Internet of Things, 2024, ISSN 2542-6605
Editore: Elsevier
DOI: 10.1016/J.IOT.2024.101395

Future Generation Computer Systems

Autori: Javad Forough; Monowar Bhuyan; Erik Elmroth
Pubblicato in: Future Generation Computer Systems, 2026, ISSN 0167-739X
Editore: Elsevier BV
DOI: 10.1016/J.FUTURE.2025.108161

IEEE Access

Autori: Linthoingambi Takhellambam; Urikhimbam Boby Clinton; Nazrul Hoque; Khumukcham Robindro Singh; Monowar Bhuyan
Pubblicato in: IEEE Access, 2025, ISSN 2169-3536
Editore: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/ACCESS.2025.3628066

Modeling the Green Cloud Continuum: integrating energy considerations into Cloud–Edge models

Autori: Patel, Y. S., Townend, P., Singh, A., & Östberg, P.-O.
Pubblicato in: Cluster Computing, 2024, ISSN 1573-7543
Editore: Springer Nature
DOI: 10.1007/s10586-024-04383-w

Toward Mitigation of Flow Table Modification Attacks in P4‐Based SDN Data Plane

Autori: Buchammagari Avinash Reddy, Kshira Sagar Sahoo, Monowar Bhuyan
Pubblicato in: SECURITY AND PRIVACY, Numero 8, 2025, ISSN 2475-6725
Editore: Wiley
DOI: 10.1002/SPY2.70008

IEEE Transactions on Network and Service Management

Autori: Kaushik Mishra; Santosh Kumar Majhi; Kshira Sagar Sahoo; Sourav Kumar Bhoi; Monowar H. Bhuyan; Amir H. Gandomi
Pubblicato in: IEEE Transactions on Network and Service Management, 2024, ISSN 1932-4537
Editore: Institute of Electrical and Electronics Engineers
DOI: 10.1109/TNSM.2024.3443285

Future Generation Computer Systems

Autori: Theodoros Theodoropoulos; Yashwant Singh Patel; Uwe Zdun; Paul Townend; Ioannis Korontanis; Antonios Makris; Konstantinos Tserpes
Pubblicato in: Future Generation Computer Systems, 2026, ISSN 0167-739X
Editore: Elsevier BV
DOI: 10.5281/ZENODO.17804256

Securing IoT: Unveiling Attacks with Multiview-Multitask Learning

Autori: Clinton, Urkhimbam Boby; Hoque, Nazrul; Raza, Shahid; Bhuyan, Monowar
Pubblicato in: IEEE Transactions on Artificial Intelligence, 2025, ISSN 2691-4581
Editore: IEEE
DOI: 10.1109/TAI.2025.3615565

Journal of Cloud Computing

Autori: Moreno-Vozmediano, R., Huedo, E., Montero, R. S., & Llorente, I. M
Pubblicato in: Journal of Cloud Computing, Numero 12(108), 2023, ISSN 2192-113X
Editore: SpringerOpen
DOI: 10.1186/s13677-023-00485-9

Adaptive Composition of Machine Learning as a Service (MLaaS) for IoT Environments

Autori: Kanneganti, Deepak; Mistry, Sajib; Fattah, Sheik Mohammad Mostakim; Krishna, Aneesh; Bhuyan, Monowar
Pubblicato in: 2025 IEEE International Conference on Web Services (ICWS), 2025
Editore: IEEE
DOI: 10.48550/ARXIV.2506.11054

Mobility‑Hub: Next Generation Traffic Light Controller integrated into the Computing Continuum with Serverless Technology and AI‑enabled Orchestration

Autori: Antonio Lalaguna, Paul Townend, Behnam Ojaghi, and Constantino Vázquez
Editore: IEEE
DOI: 10.1109/MSCC61058.2024.10434672

Executing Mobile Edge Functions in the Cloud-Edge Continuum: Analyzing Threats to Location Integrity

Autori: Philippe Massonet, Christophe Ponsard, Malik Bouhou, Xavier Lessage, Marco Mancini, Ruben S. Montero, Alberto Marti, Monowar Bhuyan, Paul Townend
Pubblicato in: 2025 12th International Conference on Future Internet of Things and Cloud (FiCloud), 2025, ISSN 2996-1017
Editore: IEEE
DOI: 10.1109/FICLOUD66139.2025.00010

Formal Models for the Energy-Aware Cloud-Edge Computing Continuum: Analysis and Challenges

Autori: Y. S. Patel, P. Townend and P. -O. Östberg
Pubblicato in: ISSN 2642-6587
Editore: IEEE International Conference on Service-Oriented System Engineering (SOSE),
DOI: 10.1109/SOSE58276.2023.00012

Enhancing Machine Learning Performance in Dynamic Cloud Environments with Auto-Adaptive Models

Autori: Chanh Nguyen, Monowar Bhuyan, Erik Elmroth
Pubblicato in: 2024 IEEE International Conference on Cloud Computing Technology and Science (CloudCom), 2025
Editore: IEEE
DOI: 10.1109/CLOUDCOM62794.2024.00024

A Decentralized Microservice Scheduling Approach Using Service Mesh in Cloud-Edge Systems

Autori: Yang-Yang Wen, Paul Townend, Per-Olov Östberg, Abel Souza, Clément Courageux-Sudan
Pubblicato in: 2025 IEEE International Conference on Joint Cloud Computing (JCC), 2025
Editore: IEEE
DOI: 10.1109/JCC67032.2025.00012

Anomaly Detection and Resolution on the Edge: Solutions and Future Directions

Autori: J. Forough, M. Bhuyan and E. Elmroth
Pubblicato in: ISSN 2642-6587
Editore: IEEE International Conference on Service-Oriented System Engineering (SOSE)
DOI: 10.1109/SOSE58276.2023.00034

TinySEED: A Lightweight Transformer Architecture with Channel-Attention for DDoS Detection

Autori: Zhang, Yinuo; Khan, Zulfiqar Ahmad; Nadjm-Tehrani, Simin; Bhuyan, Monowar
Pubblicato in: 2025
Editore: Zenodo

Detecting Denial of Wallet Attacks in Serverless Computing: A Neural ODE-LTC Approach

Autori: Deepanjan Mitra; Nabendu Chaki; Monowar Bhuyan
Pubblicato in: 2025 IEEE International Conference on Joint Cloud Computing (JCC), 2025
Editore: IEEE
DOI: 10.1109/JCC67032.2025.00021

Power Aware Cluster Orchestration: Taxonomy, Initial Results, and Challenges

Autori: Ileet Malla, Thijs Metsch, Paul Townend
Pubblicato in: Proceedings of the 18th IEEE/ACM International Conference on Utility and Cloud Computing, 2025
Editore: ACM
DOI: 10.1145/3773274.3774698

Cooperative and Connected Mobility Services in the Cloud-Edge Continuum with Function As A Service Technology and AI-enabled Orchestration

Autori: Antonio Lalaguna, Paul Townend, Behnam Ojaghi, Constantino Vázquez
Pubblicato in: 2024 Mediterranean Smart Cities Conference (MSCC), 2024
Editore: IEEE
DOI: 10.1109/MSCC62288.2024.10697004

A Stable Matching Approach to Energy Efficient and Sustainable Serverless Scheduling for the Green Cloud Continuum

Autori: Patel, Yashwant Singh; Townend, Paul
Pubblicato in: 2024 IEEE International Conference on Service-Oriented System Engineering (SOSE), 2024
Editore: IEEE
DOI: 10.1109/SOSE62363.2024.00010

Decentralized Multi-Agent Reinforcement Learning for the Green Serverless Cloud-Edge Continuum

Autori: Yashwant Singh Patel; Anurag Choubey; Anil Singh; Paul Townend
Pubblicato in: 2025 IEEE International Conference on Service-Oriented System Engineering (SOSE), 2025
Editore: IEEE
DOI: 10.1109/SOSE67019.2025.00017

Silent Failures in Stateless Systems: Rethinking Anomaly Detection for Serverless Computing

Autori: Chanh Nguyen 0001; Erik Elmroth; Monowar Bhuyan
Pubblicato in: 2025 IEEE International Conference on Service-Oriented System Engineering (SOSE), 2025
Editore: IEEE
DOI: 10.48550/ARXIV.2507.04969

Cliffhanger: An Experimental Evaluation of Stateful Serverless at the Edge

Autori: A. Hasselberg, T. O. Timoudas, P. Carbone and G. Dán
Pubblicato in: ISSN 2688-4909
Editore: 2024 19th Wireless On-Demand Network Systems and Services Conference (WONS),
DOI: 10.23919/WONS60642.2024.10449637

GreenContinuum: A Formal Model of a Smart Grid-Aware Edge-Cloud Continuum for Carbon and Energy Management

Autori: Gulbaz, Rohail
Pubblicato in: 2025
Editore: Zenodo
DOI: 10.5281/ZENODO.17980067

Taming Cold Starts: Proactive Serverless Scheduling with Model Predictive Control

Autori: Nguyen, Chanh; Bhuyan, Monowar; Elmroth, Erik
Pubblicato in: CoRR, 2025
Editore: arXiv
DOI: 10.48550/ARXIV.2508.07640

COGNIT: Challenges and Vision for a Serverless and Multi-Provider Cognitive Cloud-Edge Continuum

Autori: P. Townend et al.
Pubblicato in: ISSN 2767-9918
Editore: 2023 IEEE International Conference on Edge Computing and Communications (EDGE),
DOI: 10.1109/EDGE60047.2023.00015

Securing P4-SDN Data Plane against Flow Table Modification Attack

Autori: B. A. Reddy, K. S. Sahoo and M. Bhuyan
Pubblicato in: ISSN 2374-9709
Editore: IEEE/IFIP Network Operations and Management Symposium (NOMS)
DOI: 10.1109/NOMS59830.2024.10575461

Towards a Workload Mapping Model for Tuning Backing Services in Cloud Systems

Autori: Kumar, G., Sahoo, K.S., Bhuyan, M.
Pubblicato in: ISSN 1611-3349
Editore: Database and Expert Systems Applications. DEXA 2023. Lecture Notes in Computer Science, vol 14146. Springer,
DOI: 10.1007/978-3-031-39847-6_19

Fast and Flexible Serverless CRDTs at the Edge

Autori: Hasselberg, A., Carbon, P. et al.
Editore: SNCNW2024

Risultati finali

Pubblicazioni

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