Automatic proposal of assembly work plans with a controlled natural language
作者： M. Manns , R. Wallis , J. Deuse
DOI: 10.1016/J.PROCIR.2015.06.079
关键词:
摘要: Abstract Manufacturing companies are progressively applying digital manufacturing tools to respond increased product complexity in shortened lifecycles. The application results a comprehensive documentation of the emergence process. Furthermore at Daimler, controlled natural language has recently been established, which enables automated analysis work task description texts. This proposes methodology, enhances planning efficiency by automatically presenting set potentially suitable plans for novel products. presented reused from past activities. Assessment plan suitability is based on statistical that employs Methods-Time Measurement (MTM) data as well descriptions (cnl). proposed methodology compared previously approach, text mining used instead language. test comprises 104 tasks Daimler assembly line. While result quality only slightly improved cnl mapping clusters sequences simplified and effort can be reduced if already established. Future investigations should focus applicability different production domains.
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Philipp Slusallek, Stefan Warwas, Matthias Klusch, Klaus Fischer, A development environment for engineering intelligent avatars for semantically-enhanced simulated realities (demonstration) adaptive agents and multi-agents systems. pp. 1479- 1480 ,(2012) , 10.5555/2343896.2344070
Martin Manns, Néstor Andrés Arteaga Martín, Automated DHM Modeling for Integrated Alpha-Numeric and Geometric Assembly Planning Lecture Notes in Production Engineering. pp. 325- 334 ,(2013) , 10.1007/978-3-642-30817-8_32
Bruno Agard, Andrew Kusiak, Data Mining for Selection of Manufacturing Processes The Data Mining and Knowledge Discovery Handbook. pp. 1159- 1166 ,(2005) , 10.1007/0-387-25465-X_54
T. Tallinen, R.V. Osuna, J.L.M. Lastra, R. Tuokko, Product model representation concept for the purpose of assembly process modelling Proceedings of the IEEE International Symposium onAssembly and Task Planning, 2003.. pp. 222- 227 ,(2003) , 10.1109/ISATP.2003.1217215
H. Bley, C. Zenner, Variant-oriented Assembly Planning CIRP Annals. ,vol. 55, pp. 23- 28 ,(2006) , 10.1016/S0007-8506(07)60358-8
Raphael Barbau, Sylvere Krima, Sudarsan Rachuri, Anantha Narayanan, Xenia Fiorentini, Sebti Foufou, Ram D. Sriram, OntoSTEP: Enriching product model data using ontologies Computer-aided Design. ,vol. 44, pp. 575- 590 ,(2012) , 10.1016/J.CAD.2012.01.008
O. Erohin, P. Kuhlang, J. Schallow, J. Deuse, Intelligent Utilisation of Digital Databases for Assembly Time Determination in Early Phases of Product Emergence Procedia CIRP. ,vol. 3, pp. 424- 429 ,(2012) , 10.1016/J.PROCIR.2012.07.073
Carol J. Romanowski ,, Rakesh Nagi, A Data Mining Approach to Forming Generic Bills of Materials in Support of Variant Design Activities Journal of Computing and Information Science in Engineering. ,vol. 4, pp. 316- 328 ,(2004) , 10.1115/1.1812556
Vatcharaphun Rajsiri, Jean-Pierre Lorré, Fréderick Bénaben, Hervé Pingaud, Knowledge-based system for collaborative process specification Computers in Industry. ,vol. 61, pp. 161- 175 ,(2010) , 10.1016/J.COMPIND.2009.10.012
Harold Bright Maynard, G. J. Stegemerten, John L. Schwab, Methods-time measurement ,(1948)