Abstract
This paper presents a novel approach towards proactive manufacturing control that integrates automated diagnostics with human interaction, resulting in a flexible adaptation of machine capabilities which helps to avoid damage in case of abnormalities. The model-based interpretation process supports predictive diagnostics using abductive reasoning, relying on plausibility thresholds and human intervention to resolve the resulting ambiguity between competing solutions. This enables the system to detect and avoid potential failure states before they actually occur. The proposed architecture additionally integrates intelligent products as mobile sensors, improving robustness and dependability of the production system.
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Keywords
- Discovery Service
- Situation Analyzer
- International Electrotechnical Commission
- Manufacturing Execution System
- Diagnostic Agent
These keywords were added by machine and not by the authors. This process is experimental and the keywords may be updated as the learning algorithm improves.
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Hubauer, T.M., Legat, C., Seitz, C. (2011). Empowering Adaptive Manufacturing with Interactive Diagnostics: A Multi-Agent Approach. In: Demazeau, Y., Pěchoucěk, M., Corchado, J.M., Pérez, J.B. (eds) Advances on Practical Applications of Agents and Multiagent Systems. Advances in Intelligent and Soft Computing, vol 88. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-19875-5_6
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DOI: https://doi.org/10.1007/978-3-642-19875-5_6
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-642-19874-8
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