Professorship for Computer Engineering
Organisational unit: Professoship
Main research areas
Prof. Dr. Ing. Ralph Welge works on the design of autonomous/cognitive systems in the context of computer vision.
The field of work includes system and application architectures of autonomous/cognitive systems, their limitations as well as the description of the necessary processes. The focus is on methods that can be used to achieve autonomous and cognitive behavior.
In addition, classical machine learning methods such as Convolutional Neural Networks (CNN) and LSTM/Transformers are used to acquire the necessary information.
Last but not least, verification and qualification of such systems play a role in the context of applications such as autonomous driving.
- Published
SDL.RT-basierter Entwurf zeit- und sicherheitskritischer Systeme
Welge, R., 2001, Aachen: Shaker Verlag. 160 p. (Technische Informatik)Research output: Books and anthologies › Monographs › Research
- Published
Representation of Integration Profiles Using an Ontology
Welge, R., Busch, B.-H., Kabitzsch, K., Laurila-Epe, J., Heusinger, S., Lipprandt, M., Eichelberg, M., Eichenberg, E., Engelien, H., Gök, M., Moritz, G. & Hein, A., 2014, Ambient Assisted Living: 6. AAL-Kongress 2013 Berlin, Germany, January 22. - 23. , 2013. Wichert, R. & Klausing, H. (eds.). 1 ed. Springer, p. 195-212 18 p. (Advanced Technologies and Societal Change).Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review
- Published
Preventive Emergency Detection Based on the Probabilistic Evaluation of Distributed, Embedded Sensor Networks
Busch, B.-H., Kujath, A., Witthöft, H. & Welge, R., 2011, Ambient Assisted Living: 4. AAL-Kongress 2011 in Berlin. Wichert, R. & Eberhardt, B. (eds.). Springer, p. 159-179 21 p. (Advanced Technologies and Societal Change).Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review
- Published
Preventive Diagnostics for cardiovascular diseases based on probabilistic methods and description logic
Busch, B.-H., Welge, R., Weiss, C. & Bette, M., 2010, Proceedings of the 2010 IADIS European Conference on Data Mining 2010 at the IADIS Multi Conference on Computer Science and Information Systems 2010. IADIS Press, p. 95-100 6 p. (Proc. of the IADIS Int. Conf. Intelligent Systems and Agents 2010, Proc. of the IADIS European Conference on Data Mining 2010, Part of the MCCSIS 2010).Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review
- Published
Präventive Situationserkennung auf Basis probabilistischer Sensordatenauswertung in AAL-Umgebungen
Busch, B.-H. & Welge, R., 12.2010, In: APS + PC-Nachrichten : Mitteilungen der ITG/GI-Fachgruppe Arbeitsplatzrechensysteme und Personal Computing. 19, 1, p. 50-56 7 p.Research output: Journal contributions › Journal articles › Research
- Published
Präventive Diagnostik für Kardiovaskuläre Erkrankungen auf Basis Probabilistischer und Beschreibungslogischer Verfahren
Weiss, C., Busch, B. H., Welge, R. & Bette, M., 2010, INFORMATIK 2010 - Service Science - Neue Perspektiven fur die Informatik, Beitrage der 40. Jahrestagung der Gesellschaft fur Informatik e.V. (GI). Gesellschaft für Informatik e.V., Vol. 1. p. 51-56 6 p. (INFORMATIK 2010 - Service Science - Neue Perspektiven fur die Informatik, Beitrage der 40. Jahrestagung der Gesellschaft fur Informatik e.V. (GI); vol. 1).Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review
- Published
Praeventive Notfallerkennung auf Basis probabilistischer und beschreibungslogischer Auswertung verteilter Sensornetze
Busch, B.-H., Kujath, A., Witthöft, H. & Welge, R., 2011, Demographischer Wandel – Assistenzsysteme aus der Forschung in den Markt. VDE Verlag GmbH, 10 p.Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review
- Published
Ontologiebasierte Repräsentation von Integrationsprofilen
Welge, R., Busch, B.-H., Kabitzsch, K., Laurila-Epe, J., Heusinger, S., Lipprandt, M., Eichelberg, M., Eichenberg, E., Engelien, H., Gök, M., Moritz, G. & Hein, A., 22.01.2013, Lebensqualität im Wandel von Demografie und Technik 6. Deutscher AAL-Kongress mit Ausstellung: 6. Deutscher AAL-Kongress mit Ausstellung. VDE Verlag GmbH, p. 397-406 10 p.Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review
- Published
Merkmalsextraktion und semantische Integration von Ultrabreitband-Sensoren zur Erkennung von Notfällen
Sachs, J., Helbig, M., Herrmann, R., Welge, R. & Bollow, E., 2010, Ambient Assisted Living 2010: 3. Deutscher AAL-Kongress mit Ausstellung Assistenzsysteme im Dienste des Menschen - Zuhause und Unterwegs, 26. - 27. Januar 2010 in Berlin ; Tagungsbandbeiträge. Berlin u.a.: VDE Verlag GmbH, 5 p.Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review
- Published
LivingCare - An autonomously learning, human centered home automation system: Collection and preliminary analysis of a large dataset of real living situations
Eckert, R., Müller, S., Glende, S., Gerka, A., Hein, A. & Welge, R., 2017, Ambient Assisted Living: 9. AAL-Kongress, Frankfurt/M, Germany, April 20 - 21, 2016. Wichert, R. & Mand, B. (eds.). Cham: Springer International Publishing AG, p. 55-72 18 p. (Advanced Technologies and Societal Change).Research output: Contributions to collected editions/works › Contributions to collected editions/anthologies › Research › peer-review