The development of on-board car safety systems requires an accidentology knowledge base for the development of new functionalities as well as their improvement and evaluation. The Knowledge Discovery in accident Database (KDD) is one of the approaches allowing the construction of this knowledge base. However, considering the complexity of the accident data and the variety of their sources (biomechanics, psychology, mechanics, ergonomics, etc.), the analytical methods of the KDD (clustering, classification, association rules etc.) should be combined with expert approaches. Indeed, there is background knowledge in accidentology which exists in the minds of accidentologist experts and which is not formalized in the accident database. The aim of this paper is to develop a Knowledge Representation Model (KRM) intended to incorporate this knowledge in the KDD process. The KRM is implemented in a knowledge-based system, which provides an expert classification of the attributes characterizing an accident. This expert classification provides an efficient tool for data preparation in a KDD process. Our method consists of combining the modeling systemic approach of complex systems and the modeling cognitive approach KOD (Knowledge Oriented Design) in knowledge engineering.
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ASME 2003 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference
September 2–6, 2003
Chicago, Illinois, USA
Conference Sponsors:
- Design Engineering Division and Computers and Information in Engineering Division
ISBN:
0-7918-3700-9
PROCEEDINGS PAPER
Development of Knowledge Based System to Facilitate Design of On-Board Car Safety Systems
Walid Ben Ahmed,
Walid Ben Ahmed
Ecole Centrale de Paris, Chaˆtenay-Malabry, France
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Michel Bigand,
Michel Bigand
Ecole Centrale de Lille, Villeneuve d’ Ascq Cedex, France
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Mounib Mekhilef,
Mounib Mekhilef
Ecole Centrale de Paris, Chaˆtenay-Malabry, France
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Yves Page
Yves Page
PSA-Renault, Nanterre, France
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Walid Ben Ahmed
Ecole Centrale de Paris, Chaˆtenay-Malabry, France
Michel Bigand
Ecole Centrale de Lille, Villeneuve d’ Ascq Cedex, France
Mounib Mekhilef
Ecole Centrale de Paris, Chaˆtenay-Malabry, France
Yves Page
PSA-Renault, Nanterre, France
Paper No:
DETC2003/DAC-48743, pp. 391-400; 10 pages
Published Online:
June 23, 2008
Citation
Ben Ahmed, W, Bigand, M, Mekhilef, M, & Page, Y. "Development of Knowledge Based System to Facilitate Design of On-Board Car Safety Systems." Proceedings of the ASME 2003 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference. Volume 2: 29th Design Automation Conference, Parts A and B. Chicago, Illinois, USA. September 2–6, 2003. pp. 391-400. ASME. https://doi.org/10.1115/DETC2003/DAC-48743
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