Manufacturing with item-level RFID information: From macro to micro quality control

Radio Frequency IDentification (RFID) tags have gained wide-spread popularity in a wide variety of application domains. However, their use in the manufacturing environment still remains at a low level. Despite maturity of related technologies, the lack of managerial understanding of potential benefits has been a major impediment to RFID tag's inroad in the manufacturing domain. In addition to their item-level identification capability, RFID tags enable local storage and retrieval of relevant features associated with each item. We consider the dynamic associated with the availability of item-level information in a mass manufacturing context, propose and develop a knowledge-based adaptive learning system for this scenario, and present related managerial insights. We use modeling as well as manufacturing process simulation to illustrate the proposed framework. Results from this study indicate that the benefits for manufacturing with item-level information increases, although bounded, with increasing variance present in the manufacturing process.

[1]  Kenneth H. Doerr,et al.  A hybrid approach to the valuation of RFID/MEMS technology applied to ordnance inventory / by Kenneth H. Doerr, Gates, William R., Mutty, John E. , 2006 .

[2]  Nicholas Dew,et al.  An RFID application in large job shop remanufacturing operations , 2011 .

[3]  Yves Dallery,et al.  Performance evaluation of a traceability system. An application to the radio frequency identification technology , 2002, IEEE International Conference on Systems, Man and Cybernetics.

[4]  M. Hülsmann,et al.  Designing an electronic auction market for complex 'smart parts' logistics: Options based on LeBaron's computational stock market , 2009 .

[5]  D. Blackwell.  Comparison of Experiments , 1951 .

[6]  Pik-Yin Mok,et al.  Intelligent product cross-selling system with radio frequency identification technology for retailing , 2012 .

[7]  J. Miltenberg,et al.  Level schedules for mixed-model assembly lines in just-in-time production systems , 1989 .

[8]  Duncan McFarlane,et al.  Determining the value of asset location information systems in a manufacturing environment , 2010 .

[9]  Yves Dallery,et al.  Inventory inaccuracy in retail stores due to theft: An analysis of the benefits of RFID , 2009 .

[10]  Giovani J.C. da Silveira,et al.  Mass customization: Literature review and research directions , 2001 .

[11]  Peter T. Ward,et al.  Lean manufacturing: context, practice bundles, and performance , 2003 .

[12]  Hau L. Lee,et al.  Unlocking the Value of RFID , 2007 .

[13]  Hau L. Lee,et al.  RFID and Operations Management: Technology, Value, and Incentives , 2007 .

[14]  Stéphane Dauzère-Pérès,et al.  A literature review on the impact of RFID technologies on supply chain management , 2010 .

[15]  Lorraine Lee,et al.  Radio frequency identification (RFID) implementation in the service sector: A customer-facing diffusion model , 2008 .

[16]  Yacine Rekik,et al.  Inventory inaccuracies in the wholesale supply chain , 2011 .

[17]  Thomas Ritz,et al.  Modeling of B2B mobile commerce processes , 2006 .

[18]  Hau L. Lee,et al.  If the Inventory Manager Knew: Value of Visibility and RFID under Imperfect Inventory Information , 2009 .

[19]  Wei Zhou,et al.  RFID and item-level information visibility , 2009, Eur. J. Oper. Res..

[20]  André Thomas,et al.  Opportunities to reconsider decision making processes due to Auto-ID , 2007 .

[21]  Gary M. Gaukler.  RFID Tag Cost Sharing in the Retail Supply Chain , 2011, J. Organ. Comput. Electron. Commer..

[22]  Chandra Lalwani,et al.  Facilitating multimodal logistics and enabling information systems connectivity through wireless vehicular networks , 2009 .

[23]  Ralf W. Seifert,et al.  Item‐Level RFID in the Retail Supply Chain , 2007 .

[24]  A. D. Marco,et al.  Using System Dynamics to Assess the Impact of RFID Technology on Retail Operations , 2012 .

[25]  Seungjin Whang,et al.  Timing of RFID Adoption in a Supply Chain , 2010, Manag. Sci..

[26]  Simon Véronneau,et al.  RFID benefits, costs, and possibilities: The economical analysis of RFID deployment in a cruise corporation global service supply chain , 2009 .

[27]  Frédéric Thiesse,et al.  On the value of location information to lot scheduling in complex manufacturing processes , 2008 .

[28]  David M. Miller,et al.  A knowledge-based approach to design for manufacturability , 1993, J. Intell. Manuf..

[29]  Sanjay E. Sarma,et al.  Auto ID systems and intelligent manufacturing control , 2003 .