BOM-based design knowledge representation and reasoning for collaborative product development

Abstract

Modern product development becomes increasingly collaborative and integrated, which raises the need for effectively and efficiently sharing and re-using design knowledge in a distributed and collaborative environment. To address this need, a framework is developed in this research to support design knowledge representation, retrieval, reasoning and fusion, which takes account of structural, functional and behavioral data, various design attributes and knowledge reasoning cases. Specifically, a multi-level knowledge representation based on the Base Object Model (BOM) is proposed to enable knowledge sharing using Web services technologies. On this basis, a multi-level knowledge reuse method is developed to support the retrieval, matching and assembly of knowledge records. Due to the tree structure of BOM, both depth-first and breadth-first searching strategies are employed in the retrieval algorithm while a novel measure is proposed to evaluate similarity. Moreover, a method based on the D-S evidence theory is developed to enable knowledge fusion and thus support effective decision-making. The framework has been implemented and integrated into an HLA-based simulation platform on which the development of a missile simulation example is conducted. It is demonstrated in the case study that the proposed framework and methods are useful and effective for design knowledge representation and reuse.

Keywords

Complex product development / multi-level knowledge reuse / knowledge fusion / Base Object Model / D-S evidence theory

References

[1] Bilgic T., Rock D.. Product data management systems: state of-the-art and the future. Proceedings of the 1997 ASME Design Engineering Technical Conferences and Computers in Engineering Conference, 1997

[2] Böhler T.M.. Smarte produkte und fabriken revolutionieren die industrie. Produktion Magazin, 2012

[3] Bracewell R., Wallace K., et al. Capturing design rationale. Journal of Computer-aided Design, 2009, 41(3): 173-186.

[4] Byrne J., Heavey C., et al. A review of Web-based simulation and supporting tools. Simulation Modelling Practice and Theory, 2010, 18(3): 253-276.

[5] Chapman C.B., Pinfold M.. Design engineering - a need to rethink the solution using knowledge based engineering. Knowledge-Based Systems, 1999, 12(5–6): 257-267.

[6] Goel A., Bhatta S., et al. Maher M., Pu P., et al. Kritik: an early case-based design system. Issues and Applications of Case-Based Reasoning in Design, 1997, Mahwah, NJ: Erlbaum

[7] Harispe S., Ranwez S., et al. Semantic measures for the comparison of units of language, concepts or instances from text and knowledge base analysis, 2013

[8] Iyer N., Jayanti S., et al. Three-dimensional shape searching: state-of-the-art review and future trends. Computer-Aided Design, 2005, 37(5): 509-530.

[9] Kim K.Y., Manley D.G., et al. Ontology-based assembly design and information sharing for collaborative product development. Computer-Aided Design, 2006, 38(12): 1233-1250.

[10] Li Z., Liu M.. Review of product information retrieval: representation and indexing. In: Proceedings of ASME 2004 Computers and Information in Engineering Conference, 2004, 4: 971-979.

[11] Mao, H.C., Peng, G.Z., et al.(2013). Choosing models of appropriate resolutions for simulation: a MRM approach. 13th International Conference on Systems Simulation, 188-199, Singapore, 6-8 November, 2013.

[12] Modelica Association. Modelica - a unified object-oriented language for systems modeling language specification. Available via DIALOG, 2012

[13] Peng G.Z., Mao H.C., et al. BMRSS: BOM-based multi-resolution simulation system using components, 2013

[14] Peng G.Z., Mao H.C., et al. Multi-level knowledge representation and retrieval of complex product design based on BOM. In: IEEE 18th International Conference on Computer Supported Cooperative Work in Design (CSCWD), 226-230, 2014

[15] Shen W.M., Qi H., et al. An agent-based service-oriented integration architecture for collaborative intelligent manufacturing. Robotics And Computer-Integrated Manufacturing, 2007, 23(3): 315-325.

[16] SISO Base Object Model Product Development Group SISO-STD-003-2006, Base Object Model (BOM) Template Specification, 2006

[17] Szykman S., Sriram R. D., et al. Design repositories: engineering design's new knowledge base. Intelligent Systems, 2000, 15(3): 48-55.

[18] Szykman S., Sriram R.D., et al. The role of knowledge in next-generation product development systems. Journal of Computing and Information Science in Engineering, 2001, 1(1): 3-11.

[19] Tate E. D., Sasena M., et al. Model embedded control: a method to rapidly synthesize controllers in a modeling environment, 2008

[20] Wang H.W., Johnson A.L., et al. The retrieval of structured design rationale for the re-use of design knowledge with an integrated representation. Advanced Engineering Informatics, 2012, 26(2): 251-266.

[21] Wang H.W., Zhang H.M.. A distributed and interactive system to integrated design and simulation for collaborative product development. Robotics and Computer-Integrated Manufacturing, 2010, 26(6): 778-789.

[22] W3C.(2014). Mathematical Markup Language (MathML) Version 3.0 2nd Edition.