ENFIELD: European Lighthouse to Manifest Trustworthy and Green AI

Project Information

ENFIELD

Grant agreement ID: 101120657

DOI 10.3030/101120657

EC signature date 26 June 2023

Start date 1 September 2023

End date 31 August 2026

Funded under

• Digital, Industry and Space

Total cost € 11 262 750,00

EU contribution € 11 262 750,00

Coordinated by

NORGES TEKNISK-NATURVITENSKAPELIGE UNIVERSITET NTNU
Norway

CORDIS provides links to public deliverables and publications of HORIZON projects.

Links to deliverables and publications from FP7 projects, as well as links to some specific result types such as dataset and software, are dynamically retrieved from OpenAIRE .

Deliverables

Documents, reports (5)

Activities plan

Outlines a plan of activities to contribute to European policy, standardization, certification and regulation and a plan of activities aiming to boost innovation potential of the project.

Initial report for verticals

Highlights current and future potential and challenges within the verticals and sets a specific plan for the co-creation activities within the consortium and beyond

Call Documentation

Delivers Guide for Applicants, Model Contracts, Proposal Template, Call text, evaluation plan for the calls for both the mobility and innovation schemes.

Initial report for pillars

Shows priority research topics, targeted scientific progress, a plan for co-creation.

CRVR initial version

Outlines scientific (per pillars and verticals), education and training and exploitation and extension dimensions of the ENFIELD network; includes global priorities and cooperation items.

Data Management Plan (1)

DMP 1

DMP prepared in accordance with HOE data management requirements

Publications

Peer reviewed articles (15)

Intelligent frequency control of AC microgrids with communication delay: An online tuning method subject to stabilizing parameters

Author(s): Komeil Nosrati, Vjatseslav Skiparev, Aleksei Tepljakov, Eduard Petlenkov, Juri Belikov
Published in: Energy and AI, Issue 18, 2024, ISSN 2666-5468
Publisher: Elsevier BV
DOI: 10.1016/J.EGYAI.2024.100421

Trustworthy AI for Whom? GenAI Detection Techniques of Trust Through Decentralized Web3 Ecosystems

Author(s): Igor Calzada, Géza Németh, Mohammed Salah Al-Radhi
Published in: Big Data and Cognitive Computing, Issue 9, 2025, ISSN 2504-2289
Publisher: MDPI AG
DOI: 10.3390/BDCC9030062

An exploratory analysis of the last frontier: A systematic literature review of cybersecurity in space

Author(s): Georgios Kavallieratos, Sokratis Katsikas
Published in: International Journal of Critical Infrastructure Protection, Issue 43, 2023, ISSN 1874-5482
Publisher: Elsevier BV
DOI: 10.1016/J.IJCIP.2023.100640

A revised cognitive mapping methodology for modeling and simulation

Author(s): Gonzalo Nápoles, Isel Grau, Yamisleydi Salgueiro
Published in: Knowledge-Based Systems, Issue 299, 2024, ISSN 0950-7051
Publisher: Elsevier BV
DOI: 10.1016/j.knosys.2024.112089

Stability analysis and energy harvesting in lumped parameter systems with internally coupled resonators

Author(s): Hossein Alimohammadi, Kristina Vassiljeva, S Hassan HosseinNia, Eduard Petlenkov
Published in: Journal of Vibration and Control, Issue 31, 2025, ISSN 1077-5463
Publisher: SAGE Publications
DOI: 10.1177/10775463241241161

Data-driven baseline generation for post-retrofit energy saving assessment, a comparison of statistical and machine learning methods

Author(s): Helena Kuivjõgi, Sofia Vasman, Eduard Petlenkov, Martin Thalfeldt, Jarek Kurnitski
Published in: Journal of Building Engineering, Issue 98, 2024, ISSN 2352-7102
Publisher: Elsevier
DOI: 10.1016/J.JOBE.2024.111016

Carbon-aware dynamic tariff design for electric vehicle charging stations with explainable stochastic optimization

Author(s): Carlos A.M. Silva, Ricardo J. Bessa
Published in: Applied Energy, Issue 389, 2025, ISSN 0306-2619
Publisher: Elsevier BV
DOI: 10.1016/J.APENERGY.2025.125674

Improved water resources management for smart farming: a case study for Cyprus

Author(s): Stelios P. Neophytides, Marinos Eliades, Michalis Mavrovouniotis, Christiana Papoutsa, George Papadavid, Diofantos G. Hadjimitsis
Published in: Scientific Reports, Issue 14, 2024, ISSN 2045-2322
Publisher: Springer Science and Business Media LLC
DOI: 10.1038/S41598-024-82797-7

A revised cognitive mapping methodology for modeling and simulation

Author(s): Gonzalo Nápoles, Isel Grau, Yamisleydi Salgueiro
Published in: Knowledge-Based Systems, Issue 299, 2024, ISSN 0950-7051
Publisher: Elsevier BV
DOI: 10.1016/J.KNOSYS.2024.112089

Online Review-Assisted Product Improvement Attribute Extraction and Prioritization Method for Small- and Medium-Sized Enterprises

Author(s): Keqin Wang, Angqi Lei, Zhihong Huang, Zhijiao Gao, Qingyu Ma, Chen Zheng, Jing Li, Benoît Eynard, Jinhua Xiao
Published in: Systems, Issue 13, 2025, ISSN 2079-8954
Publisher: MDPI AG
DOI: 10.3390/SYSTEMS13030149

Online Review-Assisted Product Improvement Attribute Extraction and Prioritization Method for Small- and Medium-Sized Enterprises

Author(s): Keqin Wang, Angqi Lei, Zhihong Huang, Zhijiao Gao, Qingyu Ma, Chen Zheng, Jing Li, Benoît Eynard, Jinhua Xiao
Published in: Systems, Issue 13, 2025, ISSN 2079-8954
Publisher: MDPI AG
DOI: 10.3390/SYSTEMS13030149

Intelligent frequency control of AC microgrids with communication delay: An online tuning method subject to stabilizing parameters

Author(s): Komeil Nosrati, Vjatseslav Skiparev, Aleksei Tepljakov, Eduard Petlenkov, Juri Belikov
Published in: Energy and AI, Issue 18, 2024, ISSN 2666-5468
Publisher: Elsevier BV
DOI: 10.1016/J.EGYAI.2024.100421

shapr: An R-package for explaining machine learning models with dependence-aware Shapley values

Author(s): Nikolai Sellereite, Martin Jullum
Published in: Journal of Open Source Software, Issue 5, 2025, ISSN 2475-9066
Publisher: The Open Journal
DOI: 10.21105/JOSS.02027

Stability analysis and energy harvesting in lumped parameter systems with internally coupled resonators

Author(s): Hossein Alimohammadi, Kristina Vassiljeva, S Hassan HosseinNia, Eduard Petlenkov
Published in: Journal of Vibration and Control, Issue 31, 2024, ISSN 1077-5463
Publisher: SAGE Publications
DOI: 10.1177/10775463241241161

Vehicle Ego-Trajectory Segmentation Using Guidance Cues

Author(s): Andrei Mihalea, Adina Magda Florea
Published in: Applied Sciences, Issue 14, 2024, ISSN 2076-3417
Publisher: MDPI AG
DOI: 10.3390/APP14177776

Conference proceedings (47)

Architectural Enhancements and Feature Optimization of AutoVocoder for High-Quality Speech Synthesis

Author(s): Riad Larbi, Mohammed Salah Al-Radhi
Published in: 3rd Workshop on Intelligent Infocommunication Networks, Systems and Services, 2025
Publisher: Budapest University of Technology and Economics
DOI: 10.3311/WINS2025-005

Effects of Sinusoidal Model on Non-Parallel Voice Conversion with Adversarial Learning

Author(s): Mohammed Salah Al-Radhi, Tamás Gábor Csapó, Géza Németh
Published in: Applied Sciences, Issue 11, 2024, ISSN 2076-3417
Publisher: MDPI AG
DOI: 10.3390/APP11167489

Optimizing Cardiac MRI Segmentation: An Ensemble Approach with U-Net Variants

Author(s): Botond Bárdos-Deák, Adrián Tibor Bodai, Mohammed Salah Al-Radhi
Published in: 3rd Workshop on Intelligent Infocommunication Networks, Systems and Services, 2025
Publisher: Budapest University of Technology and Economics
DOI: 10.3311/WINS2025-012

Approximating Family of Steep Traveling Wave Solutions to Fisher's Equation with PINNs

Author(s): Franz M. Rohrhofer, Stefan Posch, Clemens Gößnitzer, Bernhard C Geiger
Published in: 2024
Publisher: ICLR 2024 Workshop on AI4DifferentialEquations In Science

Safety-driven Electronic Components disassembly through Human-Robot Collaboration framework

Author(s): Nima Rahmani Choubeh, Mostafa Zarei, Walter Quadrini, Sergio Gusmeroli, Luca Fumagalli
Published in: 2024
Publisher: https://www.msc-les.org/ism2024/

Automated Behavior Labeling for IIoT Data

Author(s): Erik Johannes Husom, Arda Goknil, Simeon Tverdal, Sagar Sen, Phu H. Nguyen
Published in: 2023
Publisher: IOT'23

Mining bias-target Alignment from Voronoi Cells

Author(s): Rémi Nahon, Van-Tam Nguyen, Enzo Tartaglione
Published in: 2023
Publisher: Workshop on Resource Efficient Deep Learning for Computer Vision, ICCV

Approaching interoperability and data-related processing issues in a human-centric industrial scenario

Author(s): Danish Abbas Syed, Walter Quadrini, Nima Rahmani Choubeh, Marta Pinzone and Sergio Gusmeroli
Published in: 2024
Publisher: https://giecs.eu/
DOI: 10.1007/978-3-031-78572-6_2

Putting Context Into Hypermedia Multi-Agent Systems

Author(s): Alexandru Sorici, Adina Florea
Published in: 2024
Publisher: EUMAS 2024

Tree-based explainable clustering for drought severity predictions in United States

Author(s): Stelios P. Neophytides, Michalis Mavrovouniotis, Marinos Eliades, Felix Bachofer, Diofantos G. Hadjimitsis
Published in: 2024
Publisher: RSCy 2024

On Applying GraphLime for Trustworthy Diabet Prediction

Author(s): Flavia Costi, Darian Onchis, Codruta Istin, Adina Magda Florea, Eduard Hogea
Published in: 2024 26th International Symposium on Symbolic and Numeric Algorithms for Scientific Computing (SYNASC), 2024
Publisher: IEEE
DOI: 10.1109/SYNASC65383.2024.00042

Nonparallel Expressive TTS for Unseen Target Speaker using Style-Controlled Adaptive Layer and Optimized Pitch Embedding

Author(s): Mohammed Salah Al-Radhi, Tamás Gábor Csapó, Géza Németh
Published in: 2023
Publisher: SpeD 2023

Interval Criterion-Based Evidential Set-Valued Classification

Author(s): Imoussaten A., Montmain, J..
Published in: 2024
Publisher: https://ipmu2024.inesc-id.pt/

Raft Protocol for Fault Tolerance and Self-Recovery in Federated Learning

Author(s): Rustem Dautov, Erik Johannes Husom
Published in: 2024
Publisher: SEAMS 2024

Machine Learning to Predict Microvascular Obstruction and Left Ventricular Dysfunction in ST-Elevation Myocardial Infarction

Author(s): Gregor Baer, Isel Grau, Chao Zhang, Pieter Van Gorp, Inge F. Wijnbergen, J.M. van Dantzig, B.R.G. (Guus) Brueren, Harrie C.M. van den Bosch, Pieter Jan Vlaar, W.A.L. (Pim) Tonino, Koen Teeuwen, Annemiek de Vos, Marcel van 't Veer, Colin Berry, Wikke Setz-
Published in: 2024
Publisher: https://www.4pulse.nl/Congressen/homepage

Challenges, benefits, and open questions in Data-Driven Commercial Building Cooling Optimization

Author(s): Ivan Sukhanov, Anna Volkova, Ahmet Kose, Allan Hani, Eduard Petlenkov
Published in: E3S Web of Conferences, Issue 562, 2024, ISSN 2267-1242
Publisher: EDP Sciences
DOI: 10.1051/E3SCONF/202456206003

Estimation of Crop Yield using Deep Learning for Precision Agriculture

Author(s): Stelios P. Neophytides, Giorgia Guerissi, Michalis Mavrovouniotis, Marios Tzouvaras, Fabio Del Frate, Diofantos G. Hadjimitsis
Published in: 2024
Publisher: https://rscy2024.cyprusremotesensing.com/
DOI: 10.1117/12.3037319.FULL

Tree-based explainable clustering for drought severity predictions in United States

Author(s): Stelios P. Neophytides, Michalis Mavrovouniotis, Marinos Eliades, Felix Bachofer, Diofantos G. Hadjimitsis
Published in: 2024
Publisher: https://rscy2024.cyprusremotesensing.com/
DOI: 10.1117/12.3037320

An Analysis of Federal and Municipal Chatbots in Germany An Analysis of Federal and Municipal Chatbots in Germany

Author(s): Verena Traubinger, Sebastian Heil, Julian Grigera, Alejandra Garrido,Sonia Abhyankar,Martin Gaedke
Published in: 2024
Publisher: CONVERSATIONS 2024 8th International Workshop on Chatbots and Human-centred AI
DOI: 10.13140/RG.2.2.13859.36641

Guided Attention for Interpretable Motion Captioning

Author(s): Radouane, K., Lagarde, J., Ranwez, S., Tchechmedjiev, A.
Published in: 2024
Publisher: The 35th British Machine Vision Conference

REPTILE: a Tool for Replay-driven Continual Learning in IIoT

Author(s): Erik Johannes Husom, Sagar Sen, Arda Goknil, Simeon Tverdal, Phu H. Nguyen
Published in: Proceedings of the International Conference on the Internet of Things, 2024
Publisher: ACM
DOI: 10.1145/3627050.3630739

Data Quality as a Service Framework for AI-Enabled Industrial Internet of Things

Author(s): Arda Goknil, Phu Nguyen, Erik Johannes Husom, Sagar Sen, Simeon Tverdal, Flavien Peysson, Dimitra Politaki, Roberto González-Velázquez
Published in: Proceedings of the 14th International Conference on the Internet of Things, 2025
Publisher: ACM
DOI: 10.1145/3703790.3703794

Enhancing Expressive TTS Synthesis for Multilingual Low-Resource Languages: Challenges and Applications

Author(s): Rami Kammoun, Mohamed Salah Al-Radhi, Géza Németh
Published in: 2024
Publisher: https://www.ui.sav.sk/w/en/acoustics-and-speech-processing/

Novel Data Adaptation Techniques for Enhanced Lung Cancer Detection in CT Scans

Author(s): Catalin Chiru, Mihai Nan, Mihai Trascau, Adina Magda Florea
Published in: 2024
Publisher: 26th International Symposium on Symbolic and Numeric Algorithms for Scientific Computing

Comparison of Individualized and Group-based Machine Learning Approaches to Predict Rate of Perceived Exertion of Professional Football Players

Author(s): Iwen DIOURON, Sébastien HARISPE, Abdelhak IMOUSSATEN, Maëlia DUHART, Antoine JOFFROY, Lucas TEXIER, Guilhem ESCUDIER, Gérard DRAY, Stéphane PERREY
Published in: 2024
Publisher: 16th International Conference on Human System Interaction HSI 2024

Exchange strategies for multi-colony ant algorithms in dynamic environments

Author(s): M. Mavrovouniotis, C. Li, D. Yazdani, D. Hadjimitsis
Published in: 2024, ISBN 979-8-3503-0836-5
Publisher: https://2024.ieeewcci.org/

Demand Side Management for Commercial Buildings: Multiple Heating Systems Based Optimization in Real-Time

Author(s): Köse, Ahmet; Sukhanov, Ivan; Belikov, Juri; Tepljakov, Aleksei; Petlenkov, Eduard
Published in: 2024 IEEE International Conference on Engineering, Technology, and Innovation, 2024
Publisher: IEEE
DOI: 10.1109/ICE/ITMC61926.2024.10794302

Conserve-Update-Revise to Cure Generalization and Robustness Trade-off in Adversarial Training

Author(s): Shruthi Gowda, Bahram Zonooz, Elahe Arani
Published in: 2024
Publisher: ICLR 2024

Towards On-device Learning on the Edge: Ways to Select Neurons to Update under a Budget Constraint

Author(s): Quélennec, A., Tartaglione, E., Mozharovskyi, P., & Nguyen, V. T.
Published in: 2024
Publisher: Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision

Explainable Cancer Segmentation through Classification

Author(s): Andrei Dugaesescu, Catalin Chiru, Mihai Nan, Mihai Trascau, Adina Magda Florea
Published in: 2024
Publisher: 2024 IEEE 20th International Conference on Intelligent Computer Communication and Processing

Long Short-term Cognitive Networks: An Empirical Performance Study

Author(s): Gonzalo Nápoles, Isel Grau
Published in: 2024
Publisher: 2024 IEEE International Conference on Evolving and Adaptive Intelligent Systems, EAIS 2024

Contextualizing the “Why”: The Potential of Using Visual Map As a Novel XAI Method for Users with Low AI-literacy

Author(s): Anniek Jansen, François Leborgne, Qiurui Wang, Chao Zhang
Published in: Extended Abstracts of the CHI Conference on Human Factors in Computing Systems, 2024
Publisher: ACM
DOI: 10.1145/3613905.3650812

CTT: A Benchmark Dataset and Baseline for Expressive Child Speech Synthesis

Author(s): Shaimaa Alwaisi, Mohammed Salah Al-Radhi, and Géza Németh
Published in: 2024, ISSN 1611-3349
Publisher: 26th International Conference on Speech and Computer (SPECOM)

Exchange strategies for multi-colony ant algorithms in dynamic environments

Author(s): M. Mavrovouniotis, C. Li, D. Yazdani, D. Hadjimitsis
Published in: 2024
Publisher: IEEE 2024 World Congress on Computational Intelligence

Practical Demand Side Management and Demand Response in Large Scale Buildings with Multiple Case Studies

Author(s): Ahmet Köse, Ivan Sukhanov, Mikk Maivel, Aleksei Tepljakov, Hossein Nourollahi Hokmabad, Eduard Petlenkov
Published in: 2024 20th International Conference on the European Energy Market (EEM), 2024
Publisher: IEEE
DOI: 10.1109/EEM60825.2024.10608965

Data Augmented Rule-based Expert System to Control a Hybrid Storage System

Author(s): Ricardo, J. Bessa; Francisco, Sousa Lobo; Francisco, Sousa Fernandes; Bernardo, Silva
Published in: 2024 IEEE 22nd Mediterranean Electrotechnical Conference (MELECON), 2024
Publisher: IEEE
DOI: 10.5281/ZENODO.12753056

Privacy preserving and verifiable outsourcing of AI processing for cyber-physical systems

Author(s): Georgios Spathoulas, Angeliki Katsika, and Georgios Kavallieratos
Published in: 2024
Publisher: The 26th International Conference on Information and Communications Security (ICICS 2024)

Sparseness-Optimized Feature Importance

Author(s): Isel Grau, Gonzalo Nápoles
Published in: Communications in Computer and Information Science, Explainable Artificial Intelligence, 2024
Publisher: Springer Nature Switzerland
DOI: 10.1007/978-3-031-63797-1_20

Safety-driven Electronic Components disassembly through Human-Robot Collaboration framework

Author(s): Rahmani Choubeh, Nima; Zarei, Mostafa; Quadrini, Walter; FUMAGALLI, LUCA; Gusmeroli, Sergio
Published in: Procedia Computer Science, Issue 253, 2025, ISSN 1877-0509
Publisher: Elsevier
DOI: 10.1016/J.PROCS.2025.01.172

WNSWE: Web-Based Network Simulator for Web Engineering Education

Author(s): Sebastian Heil, Lucas Schröder, Martin Gaedke
Published in: Lecture Notes in Computer Science, Web Information Systems Engineering – WISE 2024, 2024
Publisher: Springer Nature Singapore
DOI: 10.1007/978-981-96-0576-7_36

Data Augmented Rule-Based Expert System to Control a Hybrid Storage System

Author(s): R.J. Bessa, Francisco S. Lobo, Francisco S. Fernandes, Bernardo Silva
Published in: 2024, ISSN 2156-8547
Publisher: IEEE MELECON 2024

Automating the labeling of industrial data: a challenge and an opportunity to boost the development of Condition-Based Monitoring in Industry 4.0

Author(s): Philippe Lepetit, Leïla Belmerhnia, Flavien Peysson
Published in: Procedia Computer Science, Issue 253, 2024, ISSN 1877-0509
Publisher: Elsevier BV, https://www.msc-les.org/ism2024/
DOI: 10.1016/J.PROCS.2025.01.230

Recent computational advances in Shapley values based prediction explanation

Author(s): Jullum, Martin; Aas, Kjersti; Aase, Frida Svendal; Løland, Anders
Published in: 2024
Publisher: 21st Norwegian Statistical Meeting

Engineering Carbon Emission-aware Machine Learning Pipelines

Author(s): Erik Johannes Husom, Sagar Sen, Arda Goknil
Published in: Proceedings of the IEEE/ACM 3rd International Conference on AI Engineering - Software Engineering for AI, 2024
Publisher: ACM
DOI: 10.1145/3644815.3644943

Trusting Decentralized Web Data in a Solid-Based Social Network

Author(s): Valentin Siegert, Dirk Leichsenring, Martin Gaedke
Published in: Lecture Notes in Computer Science, Web Engineering, 2024
Publisher: The 24th International Conference on Web Engineering (ICWE 2024)
DOI: 10.1007/978-3-031-62362-2_16

The Feasibility Study of DC House Connected to the Conventional AC Distribution Network

Author(s): Hokmabad, Hossein Nourollahi; Shabir, Noman; Astapov, Victor; Petlenkov, Eduard; Husev, Oleksandr; Belikov, Juri
Published in: 2024 IEEE 18th International Conference on Compatibility, Power Electronics and Power Engineering, 2024
Publisher: IEEE
DOI: 10.1109/CPE-POWERENG60842.2024.10604419

Can Unstructured Pruning Reduce the Depth in Deep Neural Networks?

Author(s): Z. Liao, V. Quétu, V. T. Nguyen and E. Tartaglione
Published in: 2023
Publisher: Workshop on Resource Efficient Deep Learning for Computer Vision, ICCV

Other (3)

UDAVA: Unsupervised learning for historical data validation

Author(s): SINTEF
Published in: 2023

mcceR: onte Carlo sampling of valid and realistic counterfactual explanations for tabular data

Author(s): NRS
Published in: 2025
Publisher: NRS

llm-inference-energy-consumption

Author(s): SINTEF
Published in: 2024
Publisher: SINTEF

Book chapters (2)

Approaching Interoperability and Data-Related Processing Issues in a Human-Centric Industrial Scenario

Author(s): Syed, Danish Abbas; Quadrini, Walter; Rahmani Choubeh, Nima; PINZONE, MARTA; Gusmeroli, Sergio
Published in: Communications in Computer and Information Science, Issue 2328, 2025, ISSN 1865-0937
Publisher: Springer, Cham
DOI: 10.1007/978-3-031-78572-6_2

Economic Prediction with State-Space Models for Big Data (Book chap. In Spanish)

Author(s): Miguel Jerez & Alfredo Garcia-Hiernaux
Published in: 2025
Publisher: www.fundacionareces.es