Abstract
In this paper we propose a knowledge based system (KBS), based on smart objects and a data fusion model to support industrial management decision making applied to a clothes manufacturing enterprise. The management processes cover factory-production levels to higher decision-making levels. Therefore, the proposed KBS contributes to solving different kind of decision problems, including factory supervision, production planning and control, productivity management, real-time monitoring, and data acquisition and processing. The web access via different middleware devices and tools at different process levels, along with the use of integrated algorithms, decision methods, and smart objects, promote an optimized use of knowledge and resources. In this paper the proposed KBS is introduced and an example of its use is illustrated with an example of a clothes manufacturing resources selection, using the embedded dynamic multi-criteria fusion model.
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References
Shi, Y., Fleet, D., Gregory, M.: Global Manufacturing virtual network (GMVN): a revisiting of the concept of after three years fieldwork. J. Syst. Sci. Syst. Eng. 4(12), 432–448 (2003)
Varela, M.L.R., Putnik, G.D., Cruz-Cunha, M.M.: Web-based technologies integration for distributed manufacturing scheduling in a virtual enterprise. Int. J. Web Portals 4(2), 19–34 (2012). doi:10.4018/jwp.2012040102)
Arrais-Castro, A., Varela, M.L.R., Putnik, G.D., Ribeiro, R.A.: Collaborative network platform for multi-site production. In: Hernández, J.E., Zarate, P., Dargam, F., Delibašić, B., Liu, S., Ribeiro, R. (eds.) EWG-DSS 2011. LNBIP, vol. 121, pp. 1–13. Springer, Heidelberg (2012). doi:10.1007/978-3-642-32191-7_1
Carvalho, J.B., Varela, M.L.R., Putnik, G.D., Hernández, J.E., Ribeiro, R.A.: A web-based decision support system for supply chain operations management - towards an integrated framework. In: Dargam, F., Hernández, J.E., Zaraté, P., Liu, S., Ribeiro, R., Delibašić, B., Papathanasiou, J. (eds.) EWG-DSS 2013. LNBIP, vol. 184, pp. 104–117. Springer, Heidelberg (2014). doi:10.1007/978-3-319-11364-7_10
Lee, J.Y., Kim, K.: A distributed product development architecture for engineering collaborations across ubiquitous virtual enterprises. Int. J. Adv. Manuf. Technol. 33(1–2), 59–70 (2006). (Springer-Verlag London Limited)
Appleton, O., et al.: The next-generation ARC middleware. Ann. Telecommun. 65, 771–776 (2010)
Varela, L.R., Ribeiro, R.A.: Evaluation of Simulated Annealing to solve fuzzy optimization problems. J. Intell. Fuzzy Syst. 14, 59–71 (2003)
Putnik, G.: Advanced manufacturing systems and enterprises: cloud and ubiquitous manufacturing and an architecture. J. Appl. Eng. Sci. 10(3), 229, 127–134 (2012)
Putnik, G.: Advanced manufacturing systems and enterprises: cloud and ubiquitous manufacturing architecture. J. Appl. Eng. Sci. 10(3), 127–229 (2012). doi:10.5937/jaes10-2511
Cunha, M.M., Putnik, G.D.: Market of resources as a knowledge management enabler in VE. In: Jennex, M.E. (ed.) Knowledge Management: Concepts, Methodologies, Tools, and Applications, pp. 2699–2711 (2008)
Putnik, G.D., Castro, H., Ferreira, L., Barbosa, R., Vieira, G., Alves, C., Shah, V., Putnik, Z., Cunha, M., Varela, L.: Advanced Manufacturing Systems and Enterprises – Towards Ubiquitous and Cloud Manufacturing, University of Minho, School of Engineering, LabVE (2012)
Ribeiro, R.A., Falcão, A., Mora, A., Fonseca, J.M.: FIF: A Fuzzy information fusion algorithm based on multi-criteria decision making. Knowl.-Based Syst. J. 58, 23–32 (2013). doi:10.1016/j.knosys.2013.08.032
Jassbi, J.J., Ribeiro, R.A., Varela, L.R.: Dynamic MCDM with future knowledge for supplier selection. J. Decis. Syst. 232–248 (2014). doi:10.1080/12460125.2014.886850, Taylor & Francis
Mora, A.D., Falcão, A.J., Miranda, L., Ribeiro, R.A., Fonseca, J.M.: A fuzzy multicriteria approach for data fusion (chap. 7). In: Fourati, H. (ed.) Multisensor Data Fusion: From Algorithms and Architectural Design to Applications, pp. 109–123. CRC Press, Boca Raton (2016). ISBN 978-1-4822-6374-9
Campanella, G., Ribeiro, R.A.: A Framework for dynamic multiple criteria decision making. Decis. Support Syst. 52(1), 52–60 (2011). doi:10.1016/j.dss.2011.05.003
Angels, R.: RFID technologies: supply-chain applications and implementation issues. Inf. Syst. Manage. 22(1), 51–65 (2005)
Ng, S.T., Skitmore, R.M.: CP-DSS: decision support system for contractor prequalification. Civil Eng. Syst. Decis. Mak. Probl. Solving 12(2), 133–160 (1995)
Triantaphyllou, E.: Multiple Criteria Decision Making Methods: A Comparative Study. Kluwer Academic Publishers, Boston (2000)
Figueira, J., Greco, S., Ehrgott, M.: Multiple Criteria Decision Analysis: State of the Art Surveys. International Series in Operations Research & Management Science, vol. 78. Springer, New York (2005)
De Boer, L., Labro, E., Morlacchi, P.: A review of methods supporting supplier selection. J. Purchasing Supply Manage. 7(2), 75–89 (2001). ISSN 1478-4092
Bajic, E.: A service-based methodology for RFID-smart objects interactions in supply chain. Int. J. Multimedia Ubiquitous Eng. 4(3), 37–54 (2009)
Beigl, M., Gellersen, H.: Smart-its: an embedded platform for smart objects. In: Proceedings of the Smart Objects Conference 2003 (sOc) (2003)
Huang, G.Q., Zhang, Y., Chen, X., Newman, S.T.: RFID-based wireless manufacturing for walking-worker assembly islands with fixed-position layouts. Robot. Comput. Integr. Manuf. 23(4), 469–477 (2008)
Zhekun, L. Gadh, R., Prabhu, B.: Applications of RFID technology and smart parts in manufacturing. In: Proceedings of the ASME 2004 International Design Engineering Technical Conference and Computers and Information in Engineering Conference (2004)
Marcelo, K., Thalmann, D.: Modeling objects for interaction tasks. In: Arnaldi, B., Hégron, G. (eds.) Computer Animation and Simulation 1998. Eurographics, pp. 73–96. Springer, Vienna (1998)
Huang, G.Q., Zhang, Y., Jiang, P.: RFID-based wireless manufacturing for real time management of job shop WIP inventories. Int. J. Adv. Manuf. Technol. 36(7–8), 752–764 (2008)
Zhang, Y., Huang, G.Q., Qu, T., Ho, O., Sun, S.: Agent-based smart objects management system for real-time ubiquitous manufacturing. Robot. Comput. Integr. Manuf. 27(3), 538–549 (2011)
Zhang, Y., Huang, G.Q., Qu, T., Sun, S.: Real-time work-in-progress management for ubiquitous manufacturing environment. In: Li, W., Mehnen, J. (eds.) Cloud Manufacturing. Springer Series in Advanced Manufacturing, pp. 193–216. Springer, London (2013)
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This work was supported by FCT “Fundação para a Ciência e a Tecnologia” under the program: PEST2015-2020, reference: UID/CEC/00319/2013.
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Vieira, G.G., Varela, L.R., Ribeiro, R.A. (2016). A Knowledge Based System for Supporting Sustainable Industrial Management in a Clothes Manufacturing Company Based on a Data Fusion Model. In: Liu, S., Delibašić, B., Oderanti, F. (eds) Decision Support Systems VI - Addressing Sustainability and Societal Challenges. ICDSST 2016. Lecture Notes in Business Information Processing, vol 250. Springer, Cham. https://doi.org/10.1007/978-3-319-32877-5_9
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