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.
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Integrating Mobile Devices into AAL-Environments using Knowledge based Assistance Systems
Welge, R., Kujath, A. & Opel, O., 2010, Proceedings of the World Telecommunications Congress WTC 2010: The infrastructure for the 21st century . OVE GIT & ITG (eds.). VDE Verlag GmbH, p. 103-108 6 p.Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review
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Leitfaden interoperabler Assistenzsysteme - vom Szenario zur Anforderung: Teil 2 der Publikationsreihe "Interoperabilität von AAL-Systemkomponenten
Bothe, M., Busch, B.-H., Eberhardt, B., Eichelberg, M., Gaugler, J., Gök, M., Golatowski, F., Heusinger, S., Kabitzsch, K., Kraft, A., Krieg-Brückner, B., Laurila-Dürsch, J., Lipprandt, M., Lux, W., Marinc, A., Moritz, G., Stahl, C., Tazari, M.-R. S., Walter, J., Welge, R., Wichert, R. & Eichelberg, M. (Editor), 20.06.2013, Berlin/Offenbach: VDE Verlag GmbH. 268 p. (Interoperabilität von AAL-Systemkomponenten)Research output: Books and anthologies › Collected editions and anthologies › Research
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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
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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
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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
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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
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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
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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
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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
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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