Telefon: +49 208 88 254-816
E-Mail:
Nico Zengeler publiziert über Themen der künstlichen Intelligenz. Seine Forschung umfasst Handgestenerkennung, Personen- und Objektdetektion sowie Reinforcement Learning. Im Projekt DamokleS 4.0 setzte er ein kamerabasiertes System zur Personenverfolgung in der Schwerindustrie um. In der Lehre unterstützt er die Grundlagen der Informatik und bietet in der Kompetenzentwicklung Themen zum maschinellen Lernen an. Nico Zengeler ist Mitglied des Graduierteninstituts NRW in der Fachgruppe Digitalisierung und stellvertretender Sprecher der Promovierenden dieser Gruppe.
ARBEITS- UND FORSCHUNGSSCHWERPUNKTE
- ???
- ???
- ???
LEHRVERANSTALTUNGEN
-
- ???
- ???
- ???
PROJEKTE
- ???
- ???
- ???
AUSGEWÄHLTE PUBLIKATIONEN
2022
17. Baker, Nermeen Abou; Zengeler, Nico; Handmann, Uwe
A Transfer Learning Evaluation of Deep Neural Networks for Image Classification Artikel
In: Machine Learning and Knowledge Extraction, Bd. 4, Nr. 1, S. 22–41, 2022, ISSN: 2504-4990.
Links | BibTeX | Schlagwörter:
@article{MAKE-BakZenHan2022,
title = {A Transfer Learning Evaluation of Deep Neural Networks for Image Classification},
author = {Nermeen Abou Baker and Nico Zengeler and Uwe Handmann},
url = {https://www.mdpi.com/2504-4990/4/1/2},
doi = {10.3390/make4010002},
issn = {2504-4990},
year = {2022},
date = {2022-01-01},
urldate = {2022-01-01},
journal = {Machine Learning and Knowledge Extraction},
volume = {4},
number = {1},
pages = {22--41},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
16. Zengeler, Nico; Glasmachers, Tobias; Handmann, Uwe
Transfer Meta Learning Konferenz
26TH International Conference on Pattern Recognition (ICPR 2022), Montreal, Canada, 2022.
Links | BibTeX | Schlagwörter:
@conference{ICPR-ZenGlaHan2022,
title = {Transfer Meta Learning},
author = {Nico Zengeler and Tobias Glasmachers and Uwe Handmann},
url = {https://ieeexplore.ieee.org/document/9956622},
doi = {10.1109/ICPR56361.2022.9956622},
year = {2022},
date = {2022-01-01},
urldate = {2022-01-01},
booktitle = {26TH International Conference on Pattern Recognition (ICPR 2022)},
pages = {4471-4478},
address = {Montreal, Canada},
keywords = {},
pubstate = {published},
tppubtype = {conference}
}
2021
15. Wehrmann, Maximilian; Zengeler, Nico; Handmann, Uwe
Observation Time Effects in Reinforcement Learning on Contracts for Difference Artikel
In: Journal of Risk and Financial Management, Bd. 14, Nr. 2:54, S. 1-15, 2021, ISSN: 1911-8074, (MDPI, Basel, Switzerland).
Links | BibTeX | Schlagwörter:
@article{Wehrmann2021,
title = {Observation Time Effects in Reinforcement Learning on Contracts for Difference},
author = {Maximilian Wehrmann and Nico Zengeler and Uwe Handmann},
url = {https://www.mdpi.com/1911-8074/14/2/54},
doi = {10.3390/jrfm14020054},
issn = {1911-8074},
year = {2021},
date = {2021-01-01},
journal = {Journal of Risk and Financial Management},
volume = {14},
number = {2:54},
pages = {1-15},
note = {MDPI, Basel, Switzerland},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
14. Wafo, Franck; Mabou, Ivan Cedric; Heilmann, Dan; Zengeler, Nico; Handmann, Uwe
A Transfer Learning Evaluation of Deep Neural Networks Konferenz
IEEE 16th Conference on Industrial Electronics and Applications (ICIEA), 2021.
Links | BibTeX | Schlagwörter:
@conference{ICIEA-WafHanEtAl2021,
title = {A Transfer Learning Evaluation of Deep Neural Networks},
author = {Franck Wafo and Ivan Cedric Mabou and Dan Heilmann and Nico Zengeler and Uwe Handmann},
url = {https://ieeexplore.ieee.org/abstract/document/9516253},
doi = {10.1109/ICIEA51954.2021.9516253},
year = {2021},
date = {2021-01-01},
urldate = {2021-01-01},
booktitle = {IEEE 16th Conference on Industrial Electronics and Applications (ICIEA)},
pages = {1411-1416},
keywords = {},
pubstate = {published},
tppubtype = {conference}
}
2020
13. Zengeler, Nico; Handmann, Uwe
Contracts for Difference: A Reinforcement Learning Approach Artikel
In: Journal of Risk and Financial Management - Special Issue 'AI and Financial Markets', Bd. 13, Nr. 4:78, S. 1-12, 2020, ISSN: 1911-8074, (MDPI, Basel, Switzerland).
Links | BibTeX | Schlagwörter:
@article{Zengeler2020a,
title = {Contracts for Difference: A Reinforcement Learning Approach},
author = {Nico Zengeler and Uwe Handmann},
url = {https://www.mdpi.com/1911-8074/13/4/78},
doi = {10.3390/jrfm13040078},
issn = {1911-8074},
year = {2020},
date = {2020-01-01},
journal = {Journal of Risk and Financial Management - Special Issue 'AI and Financial Markets'},
volume = {13},
number = {4:78},
pages = {1-12},
note = {MDPI, Basel, Switzerland},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
12. Wehrmann, Maximilian; Zengeler, Nico; Handmann, Uwe
Observation Time Effects in Automatic Trading Artikel
In: 2020, (preprint on Researchgate).
Links | BibTeX | Schlagwörter:
@article{Wehrmann2020,
title = {Observation Time Effects in Automatic Trading},
author = {Maximilian Wehrmann and Nico Zengeler and Uwe Handmann},
url = {https://www.researchgate.net/publication/344654400_Observation_Time_Effects_in_Automatic_Trading},
year = {2020},
date = {2020-01-01},
note = {preprint on Researchgate},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
11. Arntz, Alexander; Keßler, Dustin; Borgert, Nele; Zengeler, Nico; Jansen, Marc; Handmann, Uwe; Eimler, Sabrina C.
Virtual, Augmented and Mixed Reality - Industrial and Everyday Life Applications, 12th International Conference, VAMR 2020 - Held as Part of the 22nd HCI International Conference, HCII 2020, Springer Nature, Cham, Switzerland, 2020, ISBN: 978-3-030-49697-5.
Links | BibTeX | Schlagwörter:
@conference{Arntz2020c,
title = {Navigating a Heavy Industry Environment Using Augmented Reality - A Comparison of Two Indoor Navigation Designs},
author = {Alexander Arntz and Dustin Keßler and Nele Borgert and Nico Zengeler and Marc Jansen and Uwe Handmann and Sabrina C. Eimler},
url = {https://link.springer.com/chapter/10.1007/978-3-030-49698-2_1},
doi = {10.1007/978-3-030-49698-2_1},
isbn = {978-3-030-49697-5},
year = {2020},
date = {2020-01-01},
urldate = {2020-01-01},
booktitle = {Virtual, Augmented and Mixed Reality - Industrial and Everyday Life Applications, 12th International Conference, VAMR 2020 - Held as Part of the 22nd HCI International Conference, HCII 2020},
address = {Springer Nature, Cham, Switzerland},
keywords = {},
pubstate = {published},
tppubtype = {conference}
}
2019
10. Zengeler, Nico; Kopinski, Thomas; Handmann, Uwe
Hand gesture recognition in automotive human--machine interaction using depth cameras Artikel
In: Sensors, Bd. 19, Nr. 1, S. 59, 2019.
BibTeX | Schlagwörter:
@article{Zengeler2019b,
title = {Hand gesture recognition in automotive human--machine interaction using depth cameras},
author = {Nico Zengeler and Thomas Kopinski and Uwe Handmann},
year = {2019},
date = {2019-01-01},
journal = {Sensors},
volume = {19},
number = {1},
pages = {59},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
9. Zengeler, Nico; Handmann, Uwe; Kopinski, Thomas
Hand Gesture Recognition in Automotive Human Machine Interaction Artikel
In: Sensors, Bd. 19, Nr. 1;59, S. 1-28, 2019, ISSN: 1424-8220, (MDPI, Basel, Switzerland).
Links | BibTeX | Schlagwörter:
@article{Zengeler2019c,
title = {Hand Gesture Recognition in Automotive Human Machine Interaction},
author = {Nico Zengeler and Uwe Handmann and Thomas Kopinski},
url = {https://www.mdpi.com/1424-8220/19/1/59},
doi = {10.3390/s19010059},
issn = {1424-8220},
year = {2019},
date = {2019-01-01},
journal = {Sensors},
volume = {19},
number = {1;59},
pages = {1-28},
note = {MDPI, Basel, Switzerland},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
8. Hermsen, Klaus; Eimler, Sabrina C.; Arntz, Alexander; Keßler, Dustin; Jansen, Marc; Qasem, Ziyaad; Grimm, Matthias; Zengeler, Nico; Handmann, Uwe
4th ESTAD (European Steel Technology and Application Days), Düsseldorf, Germany, 2019.
Links | BibTeX | Schlagwörter:
@conference{Hermsen2019a,
title = {Dynamic, Adaptive and Mobile System for Context-Based and Intelligent Support of Employees in the Steel Industry},
author = {Klaus Hermsen and Sabrina C. Eimler and Alexander Arntz and Dustin Keßler and Marc Jansen and Ziyaad Qasem and Matthias Grimm and Nico Zengeler and Uwe Handmann},
url = {https://www.metec-estad2019.com/files/190619_metec-estad_programmflyer_a5q_web-5.pdf},
year = {2019},
date = {2019-01-01},
urldate = {2019-01-01},
booktitle = {4th ESTAD (European Steel Technology and Application Days)},
address = {Düsseldorf, Germany},
keywords = {},
pubstate = {published},
tppubtype = {conference}
}