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.
- 2011
- Published
Emergency detection based on probabilistic modeling in AAL environments
Busch, B.-H., Kujath, A. & Welge, R., 2011, In: IADIS International Journal on Computer Science and Information Systems. 6, 1, p. 122-137 16 p.Research output: Journal contributions › Journal articles › Research › peer-review
- Published
Humanzentrierte Assistenzsysteme: Prädiktive Situationserkennung in unsicheren Domänen auf Basis dynamischer Selbstadaption
Busch, B.-H. & Welge, R., 2011, Tagungsband des ESE-Kongress 2011: 5. bis 9. Dezember 2011, Sindelfingen. Sindelfingen: Microconsult, p. 548-555 6 p.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, 10 p.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 Verlag, p. 159-179 21 p. (Advanced Technologies and Societal Change).Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review
- 2010
- 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
Architecture of an adaptive, human-centered assistance system
Busch, B.-H., Kujath, A., Welge, R., Witthöft, H. & Bette, M., 2010, Proceedings of the 2010 International Conference on Artificial Intelligence, ICAI 2010. CSREA Press, Vol. 2. p. 691-696 6 p. (Proceedings of the 2010 International Conference on Artificial Intelligence, ICAI 2010; vol. 2).Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review
- Published
Ein kognitives, häusliches Diagnosesystem 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 für die Informatik. Gesellschaft für Informatik e.V., p. 56-61 6 p. (GI-Edition lecture notes in informatics ; Proceedings; vol. 175).Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review
- Published
Emergency detection based on probabilistic modeling in AAL-environments
Busch, B.-H., Kujath, A. & Welge, R., 2010, Proceedings of the IADIS International Conference APPLIED COMPUTING 2010. International Association for the Development of Information Society, p. 127-134 8 p.Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review
- Published
Funkprotokolle für mobile Anwendungen
Welge, R., 2010, Interoperabilität von AAL-Systemkomponenten: Stand der Technik, Arbeitsgruppe „Schnittstellenintegration und Interoperabitität“ der BMBF/VDE Innovationspartnerschaft AAL. Eichelberg, M. (ed.). Berlin: VDE Verlag, Vol. 1. p. 60-74 16 p.Research output: Contributions to collected editions/works › Contributions to collected editions/anthologies › Research
- Published
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, p. 103-108 6 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, 5 p.Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review
- 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
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
Terminologien/Semantik
Welge, R., 2010, Interoperabilität von AAL-Systemkomponenten: Stand der Technik, Arbeitsgruppe „Schnittstellenintegration und Interoperabitität“ der BMBF/VDE Innovationspartnerschaft AAL. Eichelberg, M. (ed.). Berlin: VDE Verlag, Vol. 1. p. 159-163 5 p.Research output: Contributions to collected editions/works › Contributions to collected editions/anthologies › Research
- 2009
- Published
Ambient Intelligence and Knowledge Processing in Distributed Autonomous AAL-Components: Universal Access in Human-Computer Interaction
Welge, R., Faasch, H. & Bollow, E., 2009, Universal access inhuman-computer interaction: Intelligent and Ubiquitous Interaction Environments - 5th International Conference, UAHCI 2009 - Held as Part of HCI International 2009, Proceedings. Stephanidis, C. (ed.). PART 2 ed. Springer Verlag, Vol. 5615. p. 258-266 9 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 5615 LNCS, no. PART 2).Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review
- Published
Building Assistance Systems using Distributed Knowledge Representations
Bollow, E., Faasch, H., Möller, A. & Welge, R., 2009, Environmental Informatics and Industrial Environmental Protection: Concepts, Methods and Tools: 23rd International Conference on Informatics for Environmental Protection. Wohlgemuth, V., Page, B. & Voigt, K. (eds.). Shaker Verlag, Vol. 1, Sessions. p. 120-135Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review
- Published
Einbettung von Methoden der Wissenstechnologie in humanzentrierte Assistenzsysteme
Welge, R., Beitzel, J., Bollow, E. & Faasch, H., 2009, Ambient Assisted Living: Technologien, Anwendungen: Tagungsband 2. Deutscher AAL-Kongress mit Ausstellung, 27. - 28. Januar 2009 in Berlin . VDE Verlag, 5 p.Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review
- 2008
- Published
Ambient Assisted Living: Human centric Assistance System : 1st GI/ITG FG APS + PC Workshop
Welge, R. (Editor), 2008, Lüneburg: UNIBUCH Verlag. 44 p. (APS + PC workshop proceedings)Research output: Books and anthologies › Conference proceedings › Research
- Published
Ambient Assited Energy Management
Welge, R., Bollow, E., Faasch, H. & Möller, A., 2008, Environmental informatics and industrial ecology: proceedings of the 22nd International Conference Environmental Informatics - Informatics for Environmental Protection, Sustainable Development and Risk Management. Möller, A. (ed.). Shaker Verlag, p. 413-424Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review
- 2003
- Published
An InfoSpace Paradigm for Local and ad hoc Peer-to-Peer Communication
Brehm, J., Brancovici, G., Müller-Schloer, C., Smaoui, T., Voigt, S. & Welge, R., 01.01.2003, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics): On The Move to Meaningful Internet Systems 2003: CoopIS, DOA, and ODBASE. Meersman, R., Tari, Z. & Schmidt, D. C. (eds.). Berlin: Springer Verlag, Vol. 2888. p. 282-300 19 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 2888).Research output: Contributions to collected editions/works › Chapter › peer-review