Tracking Assembly Processes and Providing Assistance in Smart Factories
Sebastian Bader, Mario Aehnelt
2014
Abstract
Tracking assembly processes is a necessary prerequisite to provide assistance in smart factories. In this paper, we show how to track the construction of complex components. For this we employ formal task models as background knowledge and simple sensors like RFIDs. The background knowledge is converted into a probabilistic model that actually tracks the process. As a result, we are able to provide assistance in smart factories. We discuss the performance of the approach, as well as potential applications.
References
- Aehnelt, M., Schulz, H.-J., and Urban, B. (2013b). Towards a contextualized visual analysis of heterogeneous manufacturing data. In Proceedings of the 9th International Symposium on Visual Computing (ISVC 2013).
- Berndt, D. and Sauer, S. (2012). Visuelle assistenzsysteme in der montage verhindern ausfälle. MM MaschinenMarkt, (19):46-49.
- Burghardt, C., Wurdel, M., Bader, S., Ruscher, G., and Kirste, T. (2011). Synthesising generative probabilistic models for high-level activity recognition. In Chen, L., Nugent, C. D., Biswas, J., and Hoey, J., editors, Activity Recognition in Pervasive Intelligent Environments, volume 4 of Atlantis Ambient and Pervasive Intelligence, pages 209-236. Atlantis Press.
- Cipriani, N., Wieland, M., Großmann, M., and Nicklas, D. (2011). Tool support for the design and management of context models: Selected papers from the 13th easteuropean conference on advances in databases and information systems (adbis 2009). Information Systems, 36(1):99-114.
- Hopcroft, J. E. and Ullman, J. D. (1979). Introduction to Automata Theory, Languages and Computation. Addison Wesley.
- Li, S. and Qiao, L., editors (2012). Ontology-based modeling of manufacturing information and its semantic retrieval: Computer Supported Cooperative Work in Design (CSCWD), 2012 IEEE 16th International Conference on.
- Paterno, F. and Santoro, C. (2001). The concurtasktrees notation for task modelling. Technical report.
- Rabiner, L. R. (1989). A tutorial on hidden markov models and selected applications in speech recognition. Proceedings of the IEEE, 77(2):257-286.
- Rashidi, P., Cook, D. J., Holder, L. B., and SchmitterEdgecombe, M. (2011). Discovering activities to recognize and track in a smart environment. IEEE Trans. Knowl. Data Eng., pages 527-539.
- Singla, G. and Cook, D. J. (2009). Interleaved activity recognition for smart home residents. In Intelligent Environments'09, pages 145-152.
- Würtz, G. and Kölmel, B. (2012). Integrated engineering - a sme-suitable model for business and information systems engineering (bise) towards the smart factory. In Camarinha-Matos, L., Xu, L., and Afsarmanesh, H., editors, Collaborative Networks in the Internet of Services, volume 380 of IFIP Advances in Information and Communication Technology, pages 494-502. Springer Berlin Heidelberg.
- Zaeh, M. F., Ostgathe, M., Geiger, F., and Reinhart, G. (2012). Adaptive job control in the cognitive factory. In ElMaraghy, H. A., editor, Enabling Manufacturing Competitiveness and Economic Sustainability, pages 10-17. Springer Berlin Heidelberg.
Paper Citation
in Harvard Style
Bader S. and Aehnelt M. (2014). Tracking Assembly Processes and Providing Assistance in Smart Factories . In Proceedings of the 6th International Conference on Agents and Artificial Intelligence - Volume 1: ICAART, ISBN 978-989-758-015-4, pages 161-168. DOI: 10.5220/0004822701610168
in Bibtex Style
@conference{icaart14,
author={Sebastian Bader and Mario Aehnelt},
title={Tracking Assembly Processes and Providing Assistance in Smart Factories},
booktitle={Proceedings of the 6th International Conference on Agents and Artificial Intelligence - Volume 1: ICAART,},
year={2014},
pages={161-168},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0004822701610168},
isbn={978-989-758-015-4},
}
in EndNote Style
TY - CONF
JO - Proceedings of the 6th International Conference on Agents and Artificial Intelligence - Volume 1: ICAART,
TI - Tracking Assembly Processes and Providing Assistance in Smart Factories
SN - 978-989-758-015-4
AU - Bader S.
AU - Aehnelt M.
PY - 2014
SP - 161
EP - 168
DO - 10.5220/0004822701610168