COgnitive Assisted agile manufacturing for a LAbor force supported by trustworthy Artificial Intelligence

Información del proyecto

COALA

Identificador del acuerdo de subvención: 957296

DOI

10.3030/957296

Proyecto cerrado

Fecha de la firma de la CE 3 Julio 2020

Fecha de inicio 1 Octubre 2020

Fecha de finalización 30 Septiembre 2023

Financiado con arreglo a

• INDUSTRIAL LEADERSHIP - Leadership in enabling and industrial technologies - Information and Communication Technologies (ICT)

Coste total

€ 5 706 726,25

Aportación de la UE

€ 5 706 726,25

Coordinado por

BIBA - BREMER INSTITUT FUER PRODUKTION UND LOGISTIK GMBH
Germany

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

Other (4)

Cognitive advisor service - version 2

The extension of D33 ready for full integration and the documentation

Public videos for enablers

Public videos for the COALA enablers to explain them to a wider audience.

Website, social media presence, and basic media material

Media materials including an initial media kit logo flyer website newsletter service and social media presence

Prescriptive quality analytics service - version 2

The extension of D23 ready for full integration and the documentation

Documents, reports (9)

AI-focused didactic concept for factory workers - interim

A first description of the didactic concept including first materials to apply it

Report on the application of ethical principles for AI in manufacturing - interim

A report describing the projects experiences with the application of AI ethics in manufacturing It will cover the experienced challenges measures to address them and remaining barriers

Joint COALA requirements

A report describing the testable requirements accompanying stakeholder needs wants and believes starting KPIs for the evaluation and the expected measurable benefits

AI-focused didactic concept for factory workers - final

The extension of D32 to create the final didactic concept ready for evaluation

Intent and context recognition assessment report

A brief report that summarizes the assessment procedure the results and the potential measures to address them

AI-support for predictive quality in manufacturing study

A report summarizing the concept and the state of the art for predictive quality

WHY engine theory

A report describing the theory for the engine and the first principles of explainable AI in a digital assistant allowing followup work and first dissemination activities

Report on the application of ethical principles for AI in manufacturing - final

The extension of D73 with updates

Change management process for human-AI collaboration - final

The extension of D51 including any process changes and the experiences and lessons learned

Demonstrators, pilots, prototypes (3)

WHY engine prototype

The demonstrator in ANITIs premises showing the principles of explainable AI in a digital assistant

Digital intelligent assistant core for manufacturing demonstrator - version 2

The extension of D22 ready for full integration dissemination and first exploitation activities

Digital intelligent assistant core for manufacturing demonstrator - version 1

The first implementation of the assistant core software in BIBAs research shop floor and allowing followup work and first dissemination and exploitation activities

Publicaciones

Conference proceedings (30)

Solving Explainability Queries with Quantification: The Case of Feature Relevancy

Autores: Huang, X., Izza, Y., & Marques-Silva, J.
Publicado en: AAAI Conference on Artificial Intelligence, Edición 37(4), 2023, Página(s) 3996-4006
Editor: AAAI Press
DOI: 10.1609/aaai.v37i4.25514

On Efficiently Explaining Graph-Based Classifiers

Autores: Xuanxiang Huang, Yacine Izza, Alexey Ignatiev, Joao Marques-Silva
Publicado en: 18th International Conference on Principles of Knowledge Representation and Reasoning Special Session on KR and Machine Learning, 2021, Página(s) 356-367
Editor: KR

On the tractability of explaining decisions of classifiers

Autores: Cooper, M. C., & Marques-Silva, J.
Publicado en: 27th International Conference on Principles and Practice of Constraint Programming, Edición 21, 2021, Página(s) 21:1–21:18
Editor: Leibniz International Proceedings in Informatics Schloss Dagstuhl – Leibniz-Zentrum für Informatik, Dagstuhl Publishing, Germany
DOI: 10.4230/lipics.cp.2021.21

Explanations for Monotonic Classifiers

Autores: Joao Marques-Silva, Thomas Gerspacher, Martin Cooper, Alexey Ignatiev, Nina Narodytska
Publicado en: Proceedings of the 38 th International Conference on Machine Learning, Edición 139, 2021
Editor: PMLR

Eliminating The Impossible, Whatever Remains Must Be True

Autores: Jinqiang Yu, Alexey Ignatiev, Peter J. Stuckey, Nina Narodytska, Joao Marques-Silva
Publicado en: Thirty-Seventh AAAI Conference on Artificial Intelligence (AAAI-23), 2023
Editor: Association for the Advancement of Artificial Intelligence
DOI: 10.48550/arxiv.2206.09551

On Explaining Random Forests with SAT

Autores: Yacine Izza , Joao Marques-Silva
Publicado en: Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence, 2021
Editor: IJCAI-21

Feature Necessity & Relevancy in ML Classifier Explanations

Autores: Huang, X., Cooper, M.C., Morgado, A., Planes, J., Marques-Silva, J.
Publicado en: Tools and Algorithms for the Construction and Analysis of Systems. TACAS 2023. Lecture Notes in Computer Science, Edición 13993, 2023, ISBN 978-3-031-30823-9
Editor: Publisher NameSpringer, Cham
DOI: 10.1007/978-3-031-30823-9_9

Reasoning-Based Learning of Interpretable ML Models

Autores: Alexey Ignatiev, Joao Marques-Silva, Nina Narodytska, Peter J. Stuckey
Publicado en: 2021, Página(s) 4458-4465
Editor: Thirtieth International Joint Conference on Artificial Intelligence (IJCAI)
DOI: 10.24963/ijcai.2021/608

Using MaxSAT for Efficient Explanations of Tree Ensembles

Autores: Alexey Ignatiev, Yacine Izza, Peter J. Stuckey, Joao Marques-Silva
Publicado en: 2022
Editor: Association for the Advancement of Artificial Intelligence

Disproving XAI Myths with Formal Methods -- Initial Results

Autores: Joao Marques-Silva
Publicado en: 2023
Editor: Conference Publishing Services
DOI: 10.48550/arxiv.2306.01744

When learning becomes impossible

Autores: Nicholas Asher and Julie Hunter
Publicado en: ACM Conference on Fairness, Accountability, and Transparency (FAccT '22). Association for Computing Machinery, 2022, Página(s) 107-116
Editor: ACM
DOI: 10.1145/3531146.3533078

Tacit Knowledge Elicitation for Shop-floor Workers with an Intelligent Assistant

Autores: Samuel Kernan Freire, Chaofan Wang, Santiago Ruiz-Arenas, and Evangelos Niforatos.
Publicado en: CHI Conference on Human Factors in Computing Systems (CHI EA '23), Edición 266, 2023, Página(s) 1-7
Editor: Association for Computing Machinery
DOI: 10.1145/3544549.3585755

Evaluation of AI-Based Digital Assistants in Smart Manufacturing

Autores: Bousdekis, A., Mentzas, G., Apostolou, D., Wellsandt, S.
Publicado en: Advances in Production Management Systems. Smart Manufacturing and Logistics Systems: Turning Ideas into Action. APMS 2022. IFIP Advances in Information and Communication Technology, Edición 664, 2022, ISBN 978-3-031-16411-8
Editor: Springer Cham
DOI: 10.1007/978-3-031-16411-8_58

The Human Factors of AI-Empowered Knowledge Sharing

Autores: Samuel Kernan Freire
Publicado en: In Extended Abstracts of the 2023 CHI Conference on Human Factors in Computing Systems (CHI EA '23), Edición 502, 2023, Página(s) 1–5
Editor: Association for Computing Machinery
DOI: 10.1145/3544549.3577044

Efficient Reasoning about Infeasible One Machine Sequencing

Autores: Mencía, R., Mencía, C., & Marques-Silva, J.
Publicado en: International Conference on Automated Planning and Scheduling, Edición 33(1), 2023, Página(s) 268-276
Editor: Association for the Advancement of Artificial Intelligence
DOI: 10.1609/icaps.v33i1.27204

Lessons Learned from Designing and Evaluating CLAICA: A Continuously Learning AI Cognitive Assistant

Autores: Samuel Kernan Freire, Evangelos Niforatos, Chaofan Wang, Santiago Ruiz-Arenas, Mina Foosherian, Stefan Wellsandt, and Alessandro Bozzon.
Publicado en: 28th International Conference on Intelligent User Interfaces (IUI '23), 2023
Editor: Association for Computing Machinery
DOI: 10.1145/3581641.3584042

Fostering Human-AI Collaboration with Digital Intelligent Assistance in Manufacturing SMEs

Autores: Stefan Wellsandt, Mina Foosherian, Alexandros Bousdekis, Bernhard Lutzer, Fotis Paraskevopoulos, Yiannis Verginadis & Gregoris Mentzas
Publicado en: Advances in Production Management Systems. Production Management Systems for Responsible Manufacturing, Service, and Logistics Futures. APMS 2023. IFIP Advances in Information and Communication Technology, Edición 689, 2023, ISBN 978-3-031-43662-8
Editor: Springer, Cham
DOI: 10.1007/978-3-031-43662-8_46

Delivering Trustworthy AI through Formal XAI

Autores: Joao Marques-Silva, Alexey Ignatiev
Publicado en: 2022
Editor: Association for the Advancement of Artificial Intelligence

A Scalable Two Stage Approach to Computing Optimal Decision Sets

Autores: Alexey Ignatiev, Edward Lam, Peter J. Stuckey, Joao Marques-Silva
Publicado en: 2021
Editor: Association for the Advancement of Artificial Intelligence

Optimizing Binary Decision Diagrams for Interpretable Machine Learning Classification

Autores: G. Cabodi, P. E. Camurati, A. Ignatiev, J. Marques-Silva, M. Palena and P. Pasini
Publicado en: Design, Automation & Test in Europe Conference & Exhibition (DATE), 2021, Página(s) 1122-1125
Editor: IEEE
DOI: 10.23919/date51398.2021.9474083

Towards Using Digital Intelligent Assistants to Put Humans in the Loop of Predictive Maintenance Systems

Autores: Stefan Wellsandt, Konstantin Klein, Karl Hribernik, Marco Lewandowski, Alexandros Bousdekis, Gregoris Mentzas, Klaus-DieterThoben
Publicado en: IFAC-PapersOnLine, Edición Vol 54, Edición 1, 2021, Página(s) 49-54
Editor: Elsevier
DOI: 10.1016/j.ifacol.2021.08.005

Tractable Explaining of Multivariate Decision Trees

Autores: Clement Carbonnel , Martin C. Cooper, Joao Marques-Silva
Publicado en: 20th International Conference on Principles of Knowledge Representation and Reasoning, 2023, ISBN 978-1-956792-02-7
Editor: International Joint Conferences on Artificial Intelligence Organization

Certified Logic-Based Explainable AI–The Case of Monotonic Classifiers

Autores: A. Hurault & J. Marques-Silva.
Publicado en: 2023
Editor: HAL science

SAT-Based Rigorous Explanations for Decision Lists

Autores: Ignatiev, A., Marques-Silva, J.
Publicado en: Theory and Applications of Satisfiability Testing – SAT 2021. SAT 2021. Lecture Notes in Computer Science, Edición 12831, 2021
Editor: Springer, Cham
DOI: 10.1007/978-3-030-80223-3_18

Harnessing Large Language Models for Cognitive Assistants in Factories

Autores: Samuel Kernan Freire, Mina Foosherian, Chaofan Wang, and Evangelos Niforatos
Publicado en: 5th International Conference on Conversational User Interfaces (CUI '23), Edición 44, 2023, Página(s) 1-6
Editor: Association for Computing Machinery
DOI: 10.1145/3571884.3604313

Counterfactual Models for Fair and Adequate Explanations

Autores: Nicholas Asher, Lucas De Lara, Soumya Paul, Chris Russel
Publicado en: Machine Learning and Knowledge Extraction, Edición 4(2), 2022, Página(s) 316-349
Editor: MDPI

Break, Repair, Learn, Break Less: Investigating User Preferences for Assignment of Divergent Phrasing Learning Burden in Human-Agent Interaction to Minimize Conversational Breakdowns

Autores: Mina Foosherian, Samuel Kernan Freire, Evangelos Niforatos, Karl A. Hribernik, and Klaus-Dieter Thoben
Publicado en: 21st International Conference on Mobile and Ubiquitous Multimedia (MUM '22). Association for Computing Machinery, 2022, Página(s) 151–158
Editor: Association for Computing Machinery
DOI: 10.1145/3568444.3568454

A Conversational User Interface for Instructional Maintenance Reports

Autores: Samuel Kernan Freire; Evangelos Niforatos; Zoltan Rusak; Doris Aschenbrenner; Alessandro Bozzon
Publicado en: Proceedings of the 4th International Conference on Conversational User Interfaces, CUI 2022, Edición 5, 2022, Página(s) 1-6
Editor: Association for Computing Machinery
DOI: 10.1145/3543829.3544516

Supporting Data Analytics in Manufacturing with a Digital Assistant

Autores: Wellsandt, S., Foosherian, M., Lepenioti, K., Fikardos, M., Mentzas, G., Thoben, KD
Publicado en: Advances in Production Management Systems. Smart Manufacturing and Logistics Systems: Turning Ideas into Action. APMS 2022. IFIP Advances in Information and Communication Technology, Edición 664, 2022, ISBN 978-3-031-16411-8
Editor: Springer, Cham
DOI: 10.1007/978-3-031-16411-8_59

An Automated Machine Learning Framework for Predictive Analytics in Quality Control

Autores: Fikardos, M., Lepenioti, K., Bousdekis, A., Bosani, E., Apostolou, D., Mentzas, G.
Publicado en: Advances in Production Management Systems. Smart Manufacturing and Logistics Systems: Turning Ideas into Action. APMS 2022. IFIP Advances in Information and Communication Technology, Edición 663, 2022, ISBN 978-3-031-16407-1
Editor: Springer, Cham
DOI: 10.1007/978-3-031-16407-1_3

Book chapters (5)

Real-Time Equipment Health State Prediction with LSTM Networks and Bayesian Inference

Autores: Afroditi Fouka, Alexandros Bousdekis, Katerina Lepenioti, Gregoris Mentzas
Publicado en: Advanced Information Systems Engineering Workshops - CAiSE 2021 International Workshops, Melbourne, VIC, Australia, June 28 – July 2, 2021, Proceedings, Edición 423, 2021, Página(s) 155-166, ISBN 978-3-030-79021-9
Editor: Springer International Publishing
DOI: 10.1007/978-3-030-79022-6_13

Adequate and fair explanations

Autores: Nicholas Asher, Soumya Paul, Chris Russell
Publicado en: Machine Learning and Knowledge Extraction. CD-MAKE 2021. Lecture Notes in Computer Science, Edición 12844, 2021, Página(s) 79–97, ISBN 978-3-030-84060-0
Editor: Springer, Cham
DOI: 10.1007/978-3-030-84060-0_6

Anatomy of a Digital Assistant

Autores: Stefan Wellsandt, Karl Hribernik, Klaus-Dieter Thoben
Publicado en: Advances in Production Management Systems. Artificial Intelligence for Sustainable and Resilient Production Systems - IFIP WG 5.7 International Conference, APMS 2021, Nantes, France, September 5–9, 2021, Proceedings, Part IV, Edición 633, 2021, Página(s) 321-330, ISBN 978-3-030-85909-1
Editor: Springer International Publishing
DOI: 10.1007/978-3-030-85910-7_34

Human-AI Collaboration in Quality Control with Augmented Manufacturing Analytics

Autores: Alexandros Bousdekis, Stefan Wellsandt, Enrica Bosani, Katerina Lepenioti, Dimitris Apostolou, Karl Hribernik, Gregoris Mentzas
Publicado en: Advances in Production Management Systems. Artificial Intelligence for Sustainable and Resilient Production Systems - IFIP WG 5.7 International Conference, APMS 2021, Nantes, France, September 5–9, 2021, Proceedings, Part IV, Edición 633, 2021, Página(s) 303-310, ISBN 978-3-030-85909-1
Editor: Springer International Publishing
DOI: 10.1007/978-3-030-85910-7_32

Data-Driven Collaborative Human-AI Decision Making

Autores: Mentzas, G., K. Lepenioti, A. Bousdekis and D. Apostolou
Publicado en: Responsible AI and Analytics for an Ethical and Inclusive Digitized Society. I3E 2021. Lecture Notes in Computer Science, Edición 12896, 2021, Página(s) 120–131
Editor: Springer, Cham
DOI: 10.1007/978-3-030-85447-8_11

Peer reviewed articles (7)

Human-Augmented Prescriptive Analytics With Interactive Multi-Objective Reinforcement Learning

Autores: Katerina Lepenioti, Alexandros Bousdekis, Dimitris Apostolou, Gregoris Mentzas
Publicado en: IEEE Access, Edición 9, 2021, Página(s) 100677-100693, ISSN 2169-3536
Editor: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/access.2021.3096662

A survey of bias in Machine Learning through the prism of Statistical Parity for the Adult Data Set

Autores: P. Besse, E. del Barrio, P. Gordaliza, J-M. Loubes, L. Risser
Publicado en: The American Statistician, Edición 76, 2021, Página(s) 188-198, ISSN 1537-2731
Editor: Taylor and Francis
DOI: 10.1080/00031305.2021.1952897

A Cognitive Assistant for Operators: AI-Powered Knowledge Sharing on Complex Systems

Autores: S. K. Freire, S. S. Panicker, S. Ruiz-Arenas, Z. Rusák and E. Niforatos
Publicado en: IEEE Pervasive Computing, Edición Vol 22. No.1, 2022, Página(s) 50-58, ISSN 1536-1268
Editor: IEEE Computer Society
DOI: 10.1109/mprv.2022.3218600

Data analytics in quality 4.0: literature review and future research directions

Autores: Alexandros Bousdekis; Katerina Lepenioti; Dimitris Apostolou; Gregoris Mentzas
Publicado en: International Journal of Computer Integrated Manufacturing, Edición 36:5, 2022, Página(s) 678-701, ISSN 1362-3052
Editor: Taylor & Francis Online
DOI: 10.1080/0951192x.2022.2128219

Concept of a Voice-Enabled Digital Assistant for Predictive Maintenance in Manufacturing

Autores: Stefan Wellsandta, Zoltan Rusak, Santiago Ruiz Arenas, Doris Aschenbrenner, Karl A. Hribernik, Klaus-Dieter Thoben
Publicado en: SSRN Electronic Journal, 2020, ISSN 1556-5068
Editor: Elsevier
DOI: 10.2139/ssrn.3718008

Hybrid-augmented intelligence in predictive maintenance with digital intelligent assistants

Autores: Stefan Wellsandt, Konstantin Klein, Karl Hribernik, Marco Lewandowski, Alexandros Bousdekis, Gregoris Mentzas, Klaus-Dieter Thoben
Publicado en: Annual Reviews in Control, Edición 53, 2022, Página(s) 382-390, ISSN 1367-5788
Editor: Pergamon Press Ltd.
DOI: 10.1016/j.arcontrol.2022.04.001

Towards Robustifying Image Classifiers against the Perils of Adversarial Attacks on Artificial Intelligence Systems

Autores: Theodora Anastasiou; Sophia Karagiorgou; Petros Petrou; Dimitrios Papamartzivanos; Thanassis Giannetsos; Georgia Tsirigotaki; Jelle Keizer
Publicado en: Sensors; Volume 22, Edición 18, 2022, Página(s) 6905, ISSN 1424-8220
Editor: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/s22186905

Other (2)

Bias in semantic and discourse interpretation

Autores: Asher, N., Hunter, J. & Paul, S.
Publicado en: Linguist and Philosophy, Edición 45, 2022, Página(s) 393–429
Editor: Springer Link
DOI: 10.1007/s10988-021-09334-x

Projection to Fairness in Statistical Learning

Autores: Gouic, T.L., Loubes, J.M. and Rigollet, P.
Publicado en: 2020
Editor: eprint arXiv:2005.11720