Deliverables Documents, reports (14) Report on the overall architecture which ensures the collaboration of all WPs Report on the overall architecture which ensures the collaboration of all WPs Framework for operator knowledge collection Framework for operator knowledge collection Summary of all requirements for all parts of the project Summary of all requirements for all parts of the project An algorithm to classify an anomaly as critical or not An algorithm to classify an anomaly as critical or not Evaluate the forecasting quality Evaluate the forecasting quality Quality based HMI, which supports decision making in problematic production scenarios Quality based HMI, which supports decision making in problematic production scenarios An algorithm detecting anomalies out of observation based on learned models An algorithm detecting anomalies out of observation based on learned models Behaviour model which is learned Behaviour model which is learned Learned causality model which integrates expert knowledge Learned causality model which integrates expert knowledge Toolbox to understand the effects of the transition from traditional to smart production. Design learning scenarios and on-the-job training formats that help users to skilfully operate the system and to modify sociotechnical arrangements Toolbox to understand the effects of the transition from traditional to smart production. Design learning scenarios and on-the-job training formats that help users to skilfully operate the system and to modify sociotechnical arrangements Open access summary report Open access summary report Evaluate the results of the pilot runs of three demonstrators and the numerical benefit Evaluate the results of the pilot runs of three demonstrators and the numerical benefit An intelligent optimization algorithm which is able to find the efficient configuration of the factory An intelligent optimization algorithm which is able to find the efficient configuration of the factory An algorithm to identifying the root cause of a fault An algorithm to identifying the root cause of a fault Demonstrators, pilots, prototypes (2) Transfer the implementation from the lab demonstrators to three prototypes in different industries Transfer the implementation from the lab demonstrators to three prototypes in different industries The implemented algorithms are validated on lab demonstrators The implemented algorithms are validated on lab demonstrators Other (1) External project website External project website Publications Conference proceedings (9) A flexible architecture for data mining from heterogeneous data sources in automated production systems Author(s): Emanuel Trunzer, Iris Kirchen, Jens Folmer, Gennadiy Koltun, Birgit Vogel-Heuser Published in: 2017 IEEE International Conference on Industrial Technology (ICIT), Issue 22-25 March 2017, 2017, Page(s) 1106-1111, ISBN 978-1-5090-5320-9 Publisher: IEEE DOI: 10.1109/ICIT.2017.7915517 Making Implicit Knowledge Explicit – Acquisition of Plant Staff’s Mental Models as a Basis for Developing a Decision Support System Author(s): Dorothea Pantförder, Julia Schaupp, Birgit Vogel-Heuser Published in: HCI International 2017 – Posters' Extended Abstracts, Issue Vol. 713, 2017, Page(s) 358-365, ISBN 978-3-319-58749-3 Publisher: Springer International Publishing DOI: 10.1007/978-3-319-58750-9_50 Detection of regime switching points in non-stationary sequences using stochastic learning based weak estimation method Author(s): Ezdin Aslanci, Kutalmis Coskun, Peter Schuller, Borahan Tumer Published in: 2017 IEEE 15th International Conference on Industrial Informatics (INDIN), Issue 24-26 July 2017, 2017, Page(s) 787-792, ISBN 978-1-5386-0837-1 Publisher: IEEE DOI: 10.1109/INDIN.2017.8104873 Unsupervised mode detection in cyber-physical systems using variable order Markov models Author(s): Bans Gun Surmeli, Feyza Eksen, Bilal Dinc, Peter Schuller, Borahan Tumer Published in: 2017 IEEE 15th International Conference on Industrial Informatics (INDIN), Issue 24-26 July 2017, 2017, Page(s) 841-846, ISBN 978-1-5386-0837-1 Publisher: IEEE DOI: 10.1109/INDIN.2017.8104881 LSTM for Model-Based Anomaly Detection in Cyber-Physical Systems Author(s): Benedikt Eiteneuer; Oliver Niggemann Published in: DX18 29th International Workshop on Principles of Diagnostics, Issue 1, 2018 Publisher: DX DOI: 10.5281/zenodo.1409641 Using self-organizing maps to learn hybrid timed automata in absence of discrete events Author(s): Alexander von Birgelen, Oliver Niggemann Published in: 2017 22nd IEEE International Conference on Emerging Technologies and Factory Automation (ETFA), Issue 12-15 September 2017, 2017, Page(s) 1-8, ISBN 978-1-5090-6505-9 Publisher: IEEE DOI: 10.1109/ETFA.2017.8247695 Simulation and optimisation of production lines in the framework of the IMPROVE project Author(s): Claudio Santo Longo, Cesare Fantuzzi Published in: 2017 22nd IEEE International Conference on Emerging Technologies and Factory Automation (ETFA), 2017, Page(s) 1-8, ISBN 978-1-5090-6505-9 Publisher: IEEE DOI: 10.1109/ETFA.2017.8247582 Defining and validating similarity measures for industrial alarm flood analysis Author(s): Marta Fullen, Peter Schuller, Oliver Niggemann Published in: 2017 IEEE 15th International Conference on Industrial Informatics (INDIN), Issue 24-26 July 2017, 2017, Page(s) 781-786, ISBN 978-1-5386-0837-1 Publisher: IEEE DOI: 10.1109/INDIN.2017.8104872 A Survey of Internet of Things and Big Data Integrated Solutions for Industrie 4.0 Author(s): Khaled Al-Gumaei, Kornelia Schuba, Andrej Friesen, Sascha Heymann, Carsten Pieper, Florian Pethig, and Sebastian Schriegel Published in: 2018 IEEE 23rd International Conference on Emerging Technologies and Factory Automation, Issue 1536098400, 2018 Publisher: IEEE DOI: 10.5281/zenodo.1446427 Peer reviewed articles (1) Applications of non-monotonic reasoning to automotive product configuration using answer set programming Author(s): Eray Gençay, Peter Schüller, Esra Erdem Published in: Journal of Intelligent Manufacturing, 2017, Page(s) 1-16, ISSN 0956-5515 Publisher: Kluwer Academic Publishers DOI: 10.1007/s10845-017-1333-3 Monographic books (1) IMPROVE - Innovative Modelling Approaches for Production Systems to Raise Validatable Efficiency - Intelligent Methods for the Factory of the Future Author(s): Oliver Niggemann, Peter Schüller Published in: Technologien für die intelligente Automation, 2018, ISBN 978-3-662-57805-6 Publisher: Springer Berlin Heidelberg DOI: 10.1007/978-3-662-57805-6 Searching for OpenAIRE data... 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