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

Livrables

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)

Publications

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

Auteurs: Gašper Leskovec, Costas Mylonas, Klemen Kenda
Publié dans: IS 2025 - DATA MINING AND DATA WAREHAUSES – SIKDD 2025, 2025, ISSN 2630-371X
Éditeur: Jozef Stefan Institute
DOI: 10.70314/IS.2025.SIKDD.11

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

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

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

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

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

Auteurs: Christos Emmanouilidis, Jessica Zotelli, Katharina Hengel, Sabine Waschull, Jos Bokhorst
Publié dans: IFAC-PapersOnLine, Numéro 59, 2025, ISSN 2405-8963
Éditeur: Elsevier BV
DOI: 10.1016/J.IFACOL.2025.11.869

Skills Composition Framework for Reconfigurable Cyber-Physical Production Modules

Auteurs: Aleksandr Sidorenko, Achim Wagner, Martin Ruskowski
Publié dans: 2024 IEEE 29th International Conference on Emerging Technologies and Factory Automation (ETFA), Numéro pp. 1–8, 2024
Éditeur: IEEE
DOI: 10.5281/ZENODO.22013333

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

Auteurs: Costas Mylonas, Titos Georgoulakis, Magda Foti
Publié dans: 2024 International Conference on Smart Energy Systems and Technologies (SEST), 2024
Éditeur: IEEE
DOI: 10.1109/SEST61601.2024.10693980

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

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

Towards Using Behavior Trees in Industrial Automation Controllers.

Auteurs: Aleksandr Sidorenko, Mahdi Rezapour, Achim Wagner, Martin Ruskowski
Publié dans: Procedia CIRP, Numéro 130, 2025, ISSN 2212-8271
Éditeur: Elsevier BV
DOI: 10.48550/ARXIV.2404.14030

Towards Conversational AI for Human-Machine Collaborative MLOps

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

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

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

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

Auteurs: E. Miedema, H. Kortman, C. Emmanouilidis
Publié dans: IFAC-PapersOnLine, Numéro 58, 2024, ISSN 2405-8963
Éditeur: 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

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

Neural Computing and Applications

Auteurs: George Fatouros; Kostas Metaxas; John Soldatos; Dimosthenis Kyriazis
Publié dans: Neural Computing and Applications, 2024, ISSN 0941-0643
Éditeur: Springer Verlag
DOI: 10.1007/S00521-024-10613-4

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

Auteurs: Katharina Hengel, Achim Wagner, Martin Ruskowski
Publié dans: IFAC-PapersOnLine, Numéro 58, 2024, ISSN 2405-8963
Éditeur: 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

Auteurs: Emiel Miedema, Sabine Waschull, Christos Emmanouilidis
Publié dans: Computers in Industry, Numéro 174, 2026, ISSN 0166-3615
Éditeur: 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

Auteurs: Christos Emmanouilidis, Ype Wijnia
Publié dans: IFAC-PapersOnLine, Numéro 58, 2024, ISSN 2405-8963
Éditeur: 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

Auteurs: Georgios Fatouros, Konstantinos Metaxas, John Soldatos, Dimosthenis Kyriazis
Publié dans: SSRN Electronic Journal, 2024, ISSN 1556-5068
Éditeur: Elsevier BV
DOI: 10.2139/ssrn.4693849

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

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

Robust Novel Defect Detection with Neurosymbolic AI

Auteurs: Spyros Theodoropoulos, Georgios Makridis, Dimosthenis Kyriazis, Panayiotis Tsanakas
Publié dans: IFIP Advances in Information and Communication Technology, Advances in Production Management Systems. Production Management Systems for Volatile, Uncertain, Complex, and Ambiguous Environments, 2024
Éditeur: 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

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

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