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COGNITIVE PLANTS THROUGH PROACTIVE SELF-LEARNING HYBRID DIGITAL TWINS

Resultado final

Publicaciones

Digital Twin and Internet of Things—Current Standards Landscape

Autores: Michael Jacoby, Thomas Usländer
Publicado en: Applied Sciences, Edición 10/18, 2020, Página(s) 6519, ISSN 2076-3417
Editor: MDPI
DOI: 10.3390/app10186519

Estimating Fuel Characteristics from Simulated Circulating Fluidized Bed Furnace Data

Autores: Neuvonen, M. (Markus); Selek, I. (Istvan); Ikonen, E. (Enso)
Publicado en: 2021 9th International Conference on Systems and Control (ICSC), Edición 23790067, 2021, Página(s) 107-112, ISSN 2379-0067
Editor: IEEE
DOI: 10.1109/icsc50472.2021.9666596

Methodology and Tools for Digital Twin Management—The FA3ST Approach

Autores: Ljiljana Stojanovic, Thomas Usländer, Friedrich Volz, Christian Weißenbacher, Jens Müller, Michael Jacoby, Tino Bischoff
Publicado en: IoT, Edición 2, 2021, Página(s) 717-740, ISSN 2624-831X
Editor: MDPI
DOI: 10.3390/iot2040036

Neuroscope: An Explainable AI Toolbox for Semantic Segmentation and Image Classification of Convolutional Neural Nets

Autores: Christian Schorr; Payman Goodarzi; Fei Chen; Tim Dahmen
Publicado en: Applied Sciences, Edición 20763417, 2021, Página(s) 2199(1-16), ISSN 2076-3417
Editor: MDPI
DOI: 10.3390/app11052199

Impact on Inference Model Performance for ML Tasks Using Real-Life Training Data and Synthetic Training Data from GANs

Autores: Ulrike Faltings; Tobias Bettinger; Swen Barth; Michael Schäfer
Publicado en: Information, Edición 20782489, 2021, Página(s) 9(1-15), ISSN 2078-2489
Editor: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/info13010009

A Workflow for Synthetic Data Generation and Predictive Maintenance for Vibration Data

Autores: Sahan Yoruç Selçuk,Perin Ünal, Özlem Albayrak, Moez Jomâa
Publicado en: Information, Edición 12, 2021, Página(s) 386(1-14), ISSN 2078-2489
Editor: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/info12100386

Transfer Learning Enabled Bearing Fault Detection Methods Based on Image Representations of Single-Dimensional Signals

Autores: Bilgin Umut Deveci, Mert Çeltikoglu, Özlem Albayrak, Perin Ünal, Pınar Kırcı
Publicado en: Information Systems Frontiers, 2023, ISSN 1572-9419
Editor: Springer Nature
DOI: 10.1007/s10796-023-10371-z

An Approach for Realizing Hybrid Digital Twins Using Asset Administration Shells and Apache StreamPipes

Autores: Michael Jacoby, Branislav Jovicic, Ljiljana Stojanovic, Nenad Stojanović
Publicado en: Information, Edición 12/6, 2021, Página(s) 217, ISSN 2078-2489
Editor: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/info12060217

Fusing Physical Process Models with Measurement Data Using FIR Calibration

Autores: Enso Ikonen, Istvan Selek
Publicado en: Journal of Control Engineering and Applied Informatics, Edición Vol 23, No 2, 2021, Página(s) 67-76, ISSN 1454-8658
Editor: Romanian Society of Control Engineering and Technical Informatics

Hybrid and Cognitive Digital Twins for the Process Industry

Autores: Stein Tore Johansen, Perin Unal, Özlem Albayrak, Enso Ikonen, Kasper J. Linnestad, Sudi Jawahery, Akhilesh K. Srivastava, Bjørn Tore Løvfall
Publicado en: Open Engineering, Edición 13(1), 2023, Página(s) 20220418, ISSN 2391-5439
Editor: Walter de Gruyter GmbH & Co. KG
DOI: 10.1515/eng-2022-0418

Smart Steel Pipe Production Plant via Cognitive Digital Twins: A Case Study on Digitalization of Spiral Welded Pipe Machinery

Autores: Özlem Albayrak, Perin Ünal
Publicado en: Impact and Opportunities of Artificial Intelligence Techniques in the Steel Industry - Ongoing Applications, Perspectives and Future Trends, Edición 1338, 2021, Página(s) 132-143, ISBN 978-3-030-69366-4
Editor: Springer International Publishing
DOI: 10.1007/978-3-030-69367-1_11

Smart Services in the Physical World: Digital Twins

Autores: Ljiljana Stojanovic, Sebastian R. Bader
Publicado en: Smart Service Management - Design Guidelines and Best Practices, 2020, Página(s) 137-147, ISBN 978-3-030-58181-7
Editor: Springer International Publishing
DOI: 10.1007/978-3-030-58182-4_12

Data-Driven Artificial Intelligence and Predictive Analytics for the Maintenance of Industrial Machinery with Hybrid and Cognitive Digital Twins

Autores: Perin Unal, Özlem Albayrak, Moez Jomâa, Arne J. Berre
Publicado en: Technologies and Applications for Big Data Value, 2022, Página(s) 299-320, ISBN 978-3-030-78306-8
Editor: Springer, Cham
DOI: 10.1007/978-3-030-78307-5

Simultaneous Prediction of Remaining-Useful-Life and Failure-Likelihood with GRU-based Deep Networks for Predictive Maintenance Analysis

Autores: Ali Yuce Kaleli; Aras Firat Unal; Sedat Ozer
Publicado en: 2021 44th International Conference on Telecommunications and Signal Processing (TSP), 2021, Página(s) 301-304, ISBN 978-1-6654-2933-7
Editor: IEEE
DOI: 10.1109/tsp52935.2021.9522592

Control System Design and Implementation Based on Big Data and Ontology

Autores: Seyithan Temel, Emre Ummak, Abdülkadir Tokgöz, Furkan Işık, Özlem Albayrak, Perin Ünal, Murat Özbayoğlu
Publicado en: 2022 IEEE International Conference on Big Data (Big Data), 2022, Página(s) 6048-6056, ISBN 978-1-6654-8045-1
Editor: IEEE
DOI: 10.1109/bigdata55660.2022.10020589

Digitalization of a Steel Pipe Production Factory: STEEL4.0- A Family of Products Developed on Routes from Industry 3.0 to Industry 4.0

Autores: Özlem ALBAYRAK, Perin ÜNAL*
Publicado en: The Proceedings of Fourth International Iron and Steel Symposium (UDCS’21) April 1-3, 2021, Karabuk University, Karabuk, Turkey. 2021, 2021, ISBN 978-605-9554-57-2
Editor: Karabük University Publishing

Cognitive Digital Twins for the Process Industry

Autores: Abburu, Sailesh; Berre, Arne J.; Jacoby, Michael; Roman, Dumitru; Stojanovic, Ljiljana; Stojanovic, Nenad
Publicado en: International Conference on Advanced Cognitive Technologies and Applications, 2020, ISBN 978-1-61208-780-1
Editor: International Conference on Advanced Cognitive Technologies and Applications

COGNITWIN – Hybrid and Cognitive Digital Twins for the Process Industry

Autores: Sailesh Abburu, Arne J. Berre, Michael Jacoby, Dumitru Roman, Ljiljana Stojanovic, Nenad Stojanovic
Publicado en: 2020 IEEE International Conference on Engineering, Technology and Innovation (ICE/ITMC), 2020, Página(s) 1-8, ISBN 978-1-7281-7037-4
Editor: IEEE
DOI: 10.1109/ice/itmc49519.2020.9198403

On-line estimation of circulating fluidized bed boiler fuel composition

Autores: Enso Ikonen; Markus Neuvonen; Istvan Selek; Mikko Salo; Mika Liukkonen
Publicado en: 2022 UKACC 13th International Conference on Control (CONTROL), 2022, Página(s) 136-141, ISBN 978-1-6654-5201-4
Editor: IEEE
DOI: 10.1109/control55989.2022.9781460

A Comprehensive Comparison of State-of-Art Machine Learning Algorithms on Fault Indication and Remaining Useful Life Determination by Telemetry Data

Autores: Aras Ünal, Ali Kaleli, Emre Ummak, Özlem Albayrak
Publicado en: The 8th International Conference on Future Internet of Things and Cloud, 2021, Página(s) 79-85, ISBN 978-1-6654-2575-9
Editor: IEEE
DOI: 10.1109/ficloud49777.2021.00019

A Comparison of Deep Transfer Learning Methods on Bearing Fault Detection

Autores: Bilgin Umut Deveci; Mert Celtikoglu; Tilbe Alp; Ozlem Albayrak; Perin Ünal; Pinar Kirci
Publicado en: 2021 8th International Conference on Future Internet of Things and Cloud (FiCloud), Edición 1, 2021, Página(s) 285-292, ISBN 978-1-6654-2574-2
Editor: IEEE
DOI: 10.1109/ficloud49777.2021.00048

Heat exchanger fouling estimation for combustion–thermal power plants including load level dynamics

Autores: Markus Neuvonen; Istvan Selek; Enso Ikonen; Lauri Aho
Publicado en: 2022 IEEE International Conference on Systems, Man, and Cybernetics (SMC), 2022, Página(s) 2987-2992, ISBN 978-1-6654-0782-3
Editor: IEEE
DOI: 10.1109/smc53654.2022.9945541

Asset Administration Shell Generation and Usage for Digital Twins: A Case Study for Non-destructive Testing.

Autores: Fatih Yallıç, Özlem Albayrak, Perin Ünal
Publicado en: 3rd International Conference on Innovative Intelligent Industrial Production and Logistics, ETCIIM 2022, 2022, ISBN 978-989-758-612-5
Editor: SCITEPRESS - Science and Technology Publications, Lda.
DOI: 10.5220/0011561400003329

A Hybrid Digital Twin for Optimal Si-Production

Autores: Kasper Linnestad, Kjetil Hildal, Lars K. Jakobsson, Sølve Eidnes, Vemund Tjessem, Erlend L. Bjørnstad, Stein Wasbø
Publicado en: Proceedings of the Silicon for the Chemical & Solar Industry XVI, 2022, Página(s) 1-16, ISBN 978-82-692919-0-2
Editor: SSRN
DOI: 10.2139/ssrn.4121131

Calibration of Physical Models with Process Data using FIR Filtering

Autores: Enso Ikonen, Istvan Selek
Publicado en: 2020 Australian and New Zealand Control Conference (ANZCC), 2020, Página(s) 143-148, ISBN 978-1-7281-9992-4
Editor: IEEE
DOI: 10.1109/anzcc50923.2020.9318340

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