Hybrid Human-AI Decision Support for Enhanced Human Empowerment in Dynamic Situations

Información del proyecto

HumAIne

Identificador del acuerdo de subvención: 101120218

DOI

10.3030/101120218

Proyecto cerrado

Fecha de la firma de la CE 11 Septiembre 2023

Fecha de inicio 1 Octubre 2023

Fecha de finalización 30 Septiembre 2026

Financiado con arreglo a

• Digital, Industry and Space

Coste total

€ 7 658 375,00

Aportación de la UE

€ 7 658 375,00

Coordinado por

GFT ITALIA SRL
Italy

CORDIS proporciona enlaces a los documentos públicos y las publicaciones de los proyectos de los programas marco HORIZONTE.

Los enlaces a los documentos y las publicaciones de los proyectos del Séptimo Programa Marco, así como los enlaces a algunos tipos de resultados específicos, como conjuntos de datos y «software», se obtienen dinámicamente de OpenAIRE .

Resultado final

Documents, reports (14)

Reference Architecture and Specifications v2

Documentation of the HumAIne RA (T2.6) and technical specifications. Including task and workflow modelling (T2.2) and semantic knowledge modelling (T2.3).

XAI methods and Benchmark Suite for Human-AI systems v1

Delivers the software implementations of (i) Glass-box models (T3.1), (ii) Black-box models’ interpretability (T3.2), and (iii) Benchmark Suite (T3.5).

HumAIne Platform Integration v1

Reports periodically on HumAIne platform overall implementation (T5.1, T5.2, T5.3)

Reference Architecture and Specifications v1

Documentation of the HumAIne RA (T2.6) and technical specifications. Including task and workflow modelling (T2.2) and semantic knowledge modelling (T2.3).

Use Cases Specification and Pilot Sites Preparation v1

Report on the detailed specifications of the pilots & UCs (T6.1)

Integrated Pilot Systems and Pilot Operations v1

Prototype implementation and demonstrators of all pilots/UCs

Training Centre Development for Human-AI collaboration v1

Delivers the development related to the Digital Training Center (T5.4)

Requirements Analysis, Reference Scenarios, Applicable Standards and Regulations v1

Report on the analysis of requirements, the review of the state of the art and the reference scenarios for human-AI based on T2.1. It includes analysis of the applicable standards, including information about their impact on the project’s developments (T2.4).

Advanced AI Platforms for human-AI collaboration v1

Delivers the software implementations of (i) Active Learning Platform and models (T4.2), (ii) Swarm Intelligence Platform and models (T4.3), (iii) Neuro-Symbolic AI Platform and models (T4.4). It also analyses the data supported and used by the AI platforms (T4.1) and platforms’ adaptation to different requirements (T4.5).

Dissemination, Communication, and Standardization Activities v1

A report (living document) on the outcomes of T7.1, T7.2, T7.5 that will be delivered periodically. It also presents the project’s training activities (T7.4).

Dissemination and Community Building Plan

Report on planning of T7.1 and T7.2.

Next Level Human Machine Interfaces 1st version available v1

Delivers the implementations of (i) Human Machine Interfaces (T3.3), (ii) Knowledge Exchange Techniques (T3.4)

Requirements Analysis, Reference Scenarios, Applicable Standards and Regulations v2

Report on the analysis of requirements, the review of the state of the art and the reference scenarios for human-AI based on T2.1. It includes analysis of the applicable standards, including information about their impact on the project’s developments (T2.4).

Detailed Methodology for User Studies and Co-Creation v1

Detailed methodology for user studies and cocreation activities. (T2.6)

Data Management Plan (1)

Data Management Plan v1

The project’s DMP in two versions;

Publicaciones

Conference proceedings (10)

Active Learning for Power Grid Security Assessment: Reducing Simulation Cost with Informative Sampling

Autores: Gašper Leskovec, Costas Mylonas, Klemen Kenda
Publicado en: IS 2025 - DATA MINING AND DATA WAREHAUSES – SIKDD 2025, 2025, ISSN 2630-371X
Editor: Jozef Stefan Institute
DOI: 10.70314/IS.2025.SIKDD.11

XAI for All: Can Large Language Models Simplify Explainable AI?

Autores: Philip Mavrepis; Georgios Makridis; Georgios Fatouros; Vasileios Koukos; Spyros Theodoropoulos; Maria Margarita Separdani; Dimos Kyriazis
Publicado en: Computer Science & Information Technology (CS & IT) – MLDS 2024 Conference Proceedings, Edición Vol. 14, No. 22, pp. 127–144, 2024, ISSN 2231-5403
Editor: AIRCC Publishing Corporation
DOI: 10.48550/ARXIV.2401.13110

Architecting Human Oversight in AI-Enabled Software Systems: From Principles to Implementation

Autores: George Manias, Vrettos Moulos, Anna Gatzioura, Tanja Zdolsek Draksler, Alenka Gucek, Dimosthenis Kyriazis
Publicado en: 2026 IEEE 23rd International Conference on Software Architecture Companion (ICSA-C), 2026
Editor: IEEE
DOI: 10.5281/ZENODO.22233989

Co-creation Design Patterns for Human-AI Teaming in Manufacturing and Multi-Domain Decision-Making

Autores: Christos Emmanouilidis, Jessica Zotelli, Katharina Hengel, Sabine Waschull, Jos Bokhorst
Publicado en: IFAC-PapersOnLine, Edición 59, 2025, ISSN 2405-8963
Editor: Elsevier BV
DOI: 10.1016/J.IFACOL.2025.11.869

Skills Composition Framework for Reconfigurable Cyber-Physical Production Modules

Autores: Aleksandr Sidorenko, Achim Wagner, Martin Ruskowski
Publicado en: 2024 IEEE 29th International Conference on Emerging Technologies and Factory Automation (ETFA), Edición pp. 1–8, 2024
Editor: IEEE
DOI: 10.5281/ZENODO.22013333

Facilitating AI and System Operator Synergy: Active Learning-Enhanced Digital Twin Architecture for Day-Ahead Load Forecasting

Autores: Costas Mylonas, Titos Georgoulakis, Magda Foti
Publicado en: 2024 International Conference on Smart Energy Systems and Technologies (SEST), 2024
Editor: IEEE
DOI: 10.1109/SEST61601.2024.10693980

Integrating Knowledge Graphs and Large Language Models for Querying in an Industrial Environment

Publicado en: Proceedings of Data Mining and Data Warehauses – Sikdd 2024, 2024, ISSN 2630-371X
Editor: Jožef Stefan Instutute
DOI: 10.70314/IS.2024.SIKDD.5

Towards Using Behavior Trees in Industrial Automation Controllers.

Autores: Aleksandr Sidorenko, Mahdi Rezapour, Achim Wagner, Martin Ruskowski
Publicado en: Procedia CIRP, Edición 130, 2025, ISSN 2212-8271
Editor: Elsevier BV
DOI: 10.48550/ARXIV.2404.14030

Towards Conversational AI for Human-Machine Collaborative MLOps

Autores: George Fatouros, Georgios Makridis, George Kousiouris, John Soldatos, Anargyros Tsadimas, Dimosthenis Kyriazis
Publicado en: 2025 21st International Conference on Distributed Computing in Smart Systems and the Internet of Things (DCOSS-IoT), 2025, ISSN 2325-2944
Editor: IEEE
DOI: 10.48550/ARXIV.2504.12477

Enhancing Ontology Engineering with LLMs: From Search to Active Learning Extensions

Publicado en: Proceedings of Data Mining and Data Warehauses – Sikdd 2024, 2024, ISSN 2630-371X
Editor: Jožef Stefan Instutute
DOI: 10.70314/IS.2024.SIKDD.28

Peer reviewed articles (7)

Predicting Defect Rates of Printed Circuit Board Assemblies: Towards Zero Defect Manufacturing and Zero-Maintenance Strategies

Autores: E. Miedema, H. Kortman, C. Emmanouilidis
Publicado en: IFAC-PapersOnLine, Edición 58, 2024, ISSN 2405-8963
Editor: Elsevier BV
DOI: 10.1016/J.IFACOL.2024.08.056

HumAIne-Chatbot: Real-Time Personalized Conversational AI via Reinforcement Learning for Public-Interest Digital Services

Autores: Georgios Makridis, George Fragiadakis, Jorge Oliveira, Tomaz Saraiva, Philip Mavrepis, Georgios Fatouros, Dimosthenis Kyriazis
Publicado en: Journal of Artificial Intelligence for Sustainable Development, Edición 2, 2026, ISSN 3006-7316
Editor: African Institute for Mathematical Sciences South Africa
DOI: 10.48550/ARXIV.2509.04303

Neural Computing and Applications

Autores: George Fatouros; Kostas Metaxas; John Soldatos; Dimosthenis Kyriazis
Publicado en: Neural Computing and Applications, 2024, ISSN 0941-0643
Editor: Springer Verlag
DOI: 10.1007/S00521-024-10613-4

A Dynamic Multi-objective Scheduling Approach for Gradient-Based Reinforcement Learning

Autores: Katharina Hengel, Achim Wagner, Martin Ruskowski
Publicado en: IFAC-PapersOnLine, Edición 58, 2024, ISSN 2405-8963
Editor: Elsevier BV
DOI: 10.1016/J.IFACOL.2024.09.087

Towards trustworthy artificial intelligence for decision-making: A lifecycle perspective on knowledge- and data-driven artificial intelligence systems

Autores: Emiel Miedema, Sabine Waschull, Christos Emmanouilidis
Publicado en: Computers in Industry, Edición 174, 2026, ISSN 0166-3615
Editor: Elsevier BV
DOI: 10.1016/J.COMPIND.2025.104409

Asset criticality and risk prediction via machine learning in wind farms: problem-based educational activities in a smart industry operations course

Autores: Christos Emmanouilidis, Ype Wijnia
Publicado en: IFAC-PapersOnLine, Edición 58, 2024, ISSN 2405-8963
Editor: Elsevier BV
DOI: 10.1016/J.IFACOL.2024.08.119

Can Large Language Models Beat Wall Street? Unveiling the Potential of AI in Stock Selection

Autores: Georgios Fatouros, Konstantinos Metaxas, John Soldatos, Dimosthenis Kyriazis
Publicado en: SSRN Electronic Journal, 2024, ISSN 1556-5068
Editor: Elsevier BV
DOI: 10.2139/ssrn.4693849

Book chapters (3)

Integrating Knowledge and Data-Driven Artificial Intelligence for Decisional Enterprise Interoperability

Autores: Christos Emmanouilidis, Sabine Waschull, Jessica Zotelli
Publicado en: Communications in Computer and Information Science, Innovative Intelligent Industrial Production and Logistics, 2025
Editor: Springer Nature Switzerland
DOI: 10.1007/978-3-031-80775-6_26

Robust Novel Defect Detection with Neurosymbolic AI

Autores: Spyros Theodoropoulos, Georgios Makridis, Dimosthenis Kyriazis, Panayiotis Tsanakas
Publicado en: IFIP Advances in Information and Communication Technology, Advances in Production Management Systems. Production Management Systems for Volatile, Uncertain, Complex, and Ambiguous Environments, 2024
Editor: Springer Nature Switzerland
DOI: 10.1007/978-3-031-71637-9_26

A NeuroSymbolic Human-in-the-Loop Approach Towards Fusing Medical Expert Knowledge with ANNs

Autores: Spyros Theodoropoulos, Georgios Makridis, Aristodemos Pnevmatikakis, Vrettos Moulos, Dimosthenis Kyriazis, Panayiotis Tsanakas
Publicado en: IFIP Advances in Information and Communication Technology, Artificial Intelligence Applications and Innovations. AIAI 2025 IFIP WG 12.5 International Workshops, 2025, ISSN 1868-4238
Editor: Springer Nature Switzerland
DOI: 10.5281/ZENODO.22305677