Abstract
Global Manufacturing Virtual Network (GMVN) is a manufacturing architecture, which integrates all kinds of enterprises and production centers to construct and reconstruct agile supply network, and provides manufacturing services on unpredictable and fragmented market demand. However due to the geographical and cultural differences, and lack of a unified knowledge expressing and intelligent reasoning framework for GMVN, the system elements can not be integrated well. To achieve intelligent integration of the geographically dispersed worldwide manufacturing resource, capacity and service, the intelligent integration framework of Semantic Bill of X (S-BOX) is proposed by combining with the technologies of ontology, Semantic Web Rule Language (SWRL), Bill of X (BOX). Using this framework, we analyze the characteristics, structure of GMVN system, and construct GMVN oriented S-BOX models which include the ontology structure models and the reasoning rules sets. With the ontology structure models, we can express the elements and the relationships of GMVN. And with the reasoning rules sets, the business characteristics of the GMVN systems will be transformed into the SWRL rules. Therefore, the integrated expression and intelligent reasoning of the manufacturing system elements can be realized in the semantic knowledge layer. Furthermore, an applied case of GMVN project is given to verify the validity of this method.















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Arshinder, Arun Kanda, & Deshmukh, S. G. (2008). Supply chain coordination: Perspectives, empirical studies and research directions. International Journal of Production Economics, 115, 316–335.
Brunnermeier, S., & Martin, S. A. (1999). Interoperability cost analysis of the US automotive supply chain: Final report. DIANE Publishing.
Carlos, R. M., & Jose Ramon, V. A. (2010). Analysis of global manufacturing virtual networks in the aeronautical industry. International Journal of Production Economics, 126, 314–323.
Chien, C.-F., Chen, Y.-J., & Peng, J.-T. (2010). Manufacturing intelligence for semiconductor demand forecast based on technology diffusion and product life cycle. International Journal of Production Economics, 128, 496–509.
Chien, C.-F., Hsu, C.-Y., & Hsiao, C.-W. (2011). Manufacturing intelligence to forecast and reduce semiconductor cycle time. Journal of Intelligent Manufacturing, 23(6), 2281–2294.
Chien, C.-F., Wu, C.-H., & Chiang, Y.-S. (2012). Coordinated capacity migration and expansion planning for semiconductor manufacturing under demand uncertainties. International Journal of Production Economics, 135, 860–869.
Chien, C.-F., Kim, K. H., Liu, B., & Gen, M. (2012). Advanced decision and intelligence technologies for manufacturing and logistics. Journal of Intelligent Manufacturing, 23(6), 2133–2135.
Dadzie, A.-S., Bhagdev, R., Chakravarthy, A., et al. (2009). Applying semantic web technologies to knowledge sharing in aerospace engineering. Journal of Intelligent Manufacturing, 20(5), 611–623.
Dizza, B., & Mor, P. (2011). Using OWL and SWRL to represent and reason with situation-based access control policies. Data and Knowledge Engineering, 70, 596–615.
Elmuti, D., & Kathawala, Y. (2001). An overview of strategic alliances. Management Decision, 39, 205–217.
Esra, K. O., Esat, K. K., & Nihan, K. C. (2010). Automated composition of web services with the abductive event calculus. Information Sciences, 180, 3589–3613.
Fuchs, P. H., Mifflin, K. E., Miller, D., & Whitney, J. O. (2000). Strategic integration: Competing in the age of capabilities. California Management Review, 42(3), 118–148.
Ian, H., Patel-Schneider, P. F., Boley, H., Tabet, S., Grosof, B., & Dean, M. (2004). SWRL: A semantic web rule language combining OWL and RuleML. Available at http://www.w3.org/Submission/SWRL/, May 2004.
Kalfoglou, Y., & Schorlemmer, M. (2003). Ontology mapping: The state of the art. The Knowledge Engineering Review Journal, 18(1), 1–31.
Khurana, A., & Talbot, B. (1999). Plant missions in global manufacturing networks: A resource-based view with evidence from the global color picture tube industry. University of Michigan Business School, working paper, 99-0005.
Kulmala, H. I., Paranko, J., & Uusi-Rauva, E. (2002). The role of cost management in network relationships. International Journal of Production Economics, 79, 33–43.
Kotler, P. (1999). Kotler on marketing: How to create, win and dominate markets. New York: Free Press.
Li, B. H., Zhang, L., Ren, L., et al. (2011). Further discussion on cloud manufacturing. Computer Integrated Manufacturing Systems, 3, 449–457. (in Chinese).
Li, C.-D., & Zhang, H.-L. (2004). The ERP system based on BOX and feedforword cost control. Computer Integrated Manufacturing Systems, 10(5), 528–531. (in Chinese).
Martin, D., Burstein, M., Mcdermott, D., et al. (2007). Bringing semantics to web services with OWL-S. World Wide Web Journal, 10(3), 243–277.
Miscioscia, L. (2001). EMS evolution has given rise to true virtual OEMs. EBN.
Noy. N. F., & McGuinness, D. L. (2001). Ontology development 101: A guide to creating your first ontology. SMI technical report : Stanford University.
Noy, N. F. (2004). Semantic integration: A survey of ontology-based approaches. SIGMOD Record, 33(4), 65–70.
Moser, T., & Biffl, S. (2012). Semantic integration of software and systems engineering environments. IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews, 42(1), 38–50.
Ojo, B. (2001). Distributors need new strategies to avoid being eclipsed by EMS providers. EBN.
Panetto, H., Jardim-Gonçalves, R., & Pereira, C. (2006). E-Manufacturing and web-based technology for intelligent manu-facturing and networked enterprise. Journal of Intelligent Manu-facturing, 17(6), 639–640.
Qiong, L., & Yong, J. S. (2008). Gird manufacturing: A new solution for cross-enterprise collaboration[J]. The International Journal of Advanced Manufacturing Technology, 36, 1–2.
Ray, S. R., & Jones, A. T. (2006). Manufacturing interoperability. Journal of Intelligent Manufacturing, 17(6), 681–688.
Ricardo, J. G., João, S., Carlos, A., & Hervé, P. (2011). Knowledge framework for intelligent manufacturing systems. Journal of Intelligent Manufacturing, 22(5), 725–735.
Rudberg, M., & Olhager, J. (2008). Global operations strategy: Coordinating manufacturing networks. Omega, 36, 91–106.
Serant, C. (2000). Big CEMs dropping small customers. EBN.
Shi, Y., Fleet, D., & Gregory, M. (2005). Global manufacturing virtual network and its position in manufacturing systems. In Proceeding of the 7th annual international manufacturing symposium, Institute for Manufacturing, Department of Engineering, University of Cambridge.
Shi, Y., & Gregory, M. (1998). International manufacturing networks-to develop global competitive capabilities. Journal of Operations Management, 16(2), 195–214.
Stefan, D., van Harmelen, F., Jeen, B., et al. (2000). The semantic web: The roles of XML and RDF. IEEE Internet Computing, 4(5), 63–74.
Sturgeon, J. (2002). Modular production networks: A new American model of industrial organization. Industrial and Corporate Change, 11(3), 451–496.
Tang, Y., Li, C., & Hu, X. (2007). BOX models based on MAS for the reconfigurable ERP system. In Proceedings of 2007 IEEE international conference on communications. Services, Knowledge and Engineering Management, Shanghai, (Vol. 7, pp. 4829–4832).
Wu, J.-Z., Hao, X.-C., Chien, C.-F., & Gen, M. (2011). A novel bi-vector encoding genetic algorithm for the simultaneous multiple resources scheduling problem. Journal of Intelligent Manufacturing, 23(6), 2255–2270.
Wu, X., & Liu, X. (2009). Absorptive capacity, network embeddedness and local firm’s knowledge acquisition in the global manufacturing network. International Journal of Technology Management, 46(3), 326–343.
Xun, X. (2012). From cloud computing to cloud manufacturing. Robotics and Computer-Integrated Manufacturing, 28, 75–86.
Yan, J., Ye, K., Wang, H., et al. (2010). Ontology of collaborative manufacturing: Alignment of service-oriented framework with service-dominant logic. Expert Systems with Applications, 37(3), 2222–2231.
Yevgen, B., Ranganathan, G. R., & Olga, V. (2010). Identification and resolution of conflicts during ontological integration using rules. Expert Systems, 27(2), 75–89.
Yusuf, Y., Gunasekaran, A., & Abthorpe, M. S. (2004). Enterprise information systems project implementation: A case study of ERP in Rolls-Royce. International Journal of Production Economics, 87(3), 251–266.
Acknowledgments
This research has been funded by the Guangdong High-Tech Zone Development Guidance Special Plan, China (No. 2010A011200007), and the Chinese Industrial Engineering Institute of CMES and Foxconn Technology Group “Talent funding Plan” Project, China (No.11F81210004)
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Li, CD., Xie, T. & Tang, YL. GMVN oriented S-BOX knowledge expression and reasoning framework. J Intell Manuf 25, 993–1011 (2014). https://doi.org/10.1007/s10845-012-0722-x
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DOI: https://doi.org/10.1007/s10845-012-0722-x