Skip to main content
Log in

A multi-agent RFID-enabled distributed control system for a flexible manufacturing shop

  • ORIGINAL ARTICLE
  • Published:
The International Journal of Advanced Manufacturing Technology Aims and scope Submit manuscript

Abstract

Flexible manufacturing systems are complex, stochastic environments requiring the development of innovative, intelligent control architectures that support flexibility, agility, and reconfigurability. Distributed manufacturing control system addresses this challenge by introducing an adaptive production control approach supported by the presence of autonomous control units that are cooperating with each other. Most of the currently distributed control systems still suffer from lack of flexibility and agility when the product verity is high and is not reconfigured in case of ad hoc events. To overcome this limitation, a drawback of an excessive dependence on up-to-date information about the products and other elements that move within the system is essential. Radio frequency identification (RFID) is a new emerging technology which uses radio frequency waves to transfer data between a reader and movable item for identification, tracking, and categorization purpose. This paper discusses the architecture devised to deploy RFID-enabled distributed control and monitoring system by means of a set of agents that are responsible for the realization of different control and monitoring tasks and for cooperating to enhance agility, flexibility, and reconfigurability of manufacturing system.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Similar content being viewed by others

References

  1. Barenji VA, Barenji VR, Hashemipour M (2013) Structural modeling of a RFID-enabled reconfigurable architecture for a flexible manufacturing system. ITG-Fachbericht-Smart SysTech 2013.

  2. Sikora R, Shaw MJ (1998) A multi-agent framework for the coordination and integration of information systems. Management Science 44(11-Part-2):S65–S78

    Article  MATH  Google Scholar 

  3. Kouiss K, Pierreval H, Mebarki N (1997) Using multi-agent architecture in FMS for dynamic scheduling. J Intell Manuf 8(1):41–47

    Article  Google Scholar 

  4. Ouelhadj D, Hanachi C, Bouzouia B (2000) Multi-agent architecture for distributed monitoring in flexible manufacturing systems (FMS). In Robotics and Automation, 2000. Proceedings. ICRA‘00. IEEE International Conference on (Vol. 3, pp. 2416–2421). IEEE.

  5. Li X, Geng T, Yang Y, Xu X (2002) Multiagent AGVs dispatching system using multilevel decisions method. In American Control Conference, 2002. Proceedings of the 2002 (Vol. 2, pp. 1135–1136). IEEE.

  6. Yamamoto H, Marui E (2005) Intelligent communication between agents of autonomous decentralized FMS. In Computational Intelligence in Robotics and Automation, 2005. CIRA 2005. Proceedings. 2005 I.E. International Symposium on (pp. 433–438). IEEE.

  7. Reaidy J, Massotte P, Diep D (2006) Comparison of negotiation protocols in dynamic agent-based manufacturing systems. Int J Prod Econ 99(1):117–130

    Article  Google Scholar 

  8. Leitao P (2009) Agent-based distributed manufacturing control: a state-of-art survey. Eng Appl Artif Intell 22:979–991

    Article  Google Scholar 

  9. McFarlane D, Sarma S, Chirn JL, Wong CY, Ashton K (2003) Auto ID systems and intelligent manufacturing control. Eng Appl Artif Intell 16(4):365–376

    Article  Google Scholar 

  10. Wang J, Luo Z, Wong EC (2010) RFID-enabled tracking in flexible assembly line. Int J Adv Manuf Technol 46(1–4):351–360

    Article  Google Scholar 

  11. Lu BH, Bateman RJ, Cheng K (2006) RFID enabled manufacturing: fundamentals, methodology and applications. International Journal of Agile Systems and Management 1(1):73–92

    Google Scholar 

  12. Wang B, Cao Z, Yan Y, Liu W, Wang Z (2011) Fundamental technology for RFID-based supervisory control of shop floor production system. Int J Adv Manuf Technol 57(9–12):1123–1141

    Article  Google Scholar 

  13. Pétin JF, Gouyon D, Morel G (2007) Supervisory synthesis for product-driven automation and its application to a flexible assembly cell. Control Eng Pract 15(5):595–614

    Article  Google Scholar 

  14. Qiu RG (2007) RFID-enabled automation in support of factory integration. Robot Comput Integr Manuf 23(6):677–683

    Article  Google Scholar 

  15. Chen RS, Tu MA, Jwo JS (2010) An RFID-based enterprise application integration framework for real-time management of dynamic manufacturing processes. Int J Adv Manuf Technol 50(9–12):1217–1234

    Article  Google Scholar 

  16. Liu MR et al (2005) An RFID-based distributed control system for mass customization manufacturing. Parallel and distributed processing and applications. Springer, Berlin, pp 1039–1049

    Google Scholar 

  17. Satoh I (2006) Location-based services in ubiquitous computing environments. Int J Digit Libr 6(3):280–291

    Article  MathSciNet  Google Scholar 

  18. García A, Chang Y, Abarca A, Oh C (2007) RFID enhanced MAS for warehouse management. Int J Logist 10(2):97–107

    Article  Google Scholar 

  19. Zhang Y et al (2011) Agent-based smart objects management system for real-time ubiquitous manufacturing. Robot Comput Integr Manuf 27(3):538–549

    Article  Google Scholar 

  20. Liu WN et al (2012) RFID-enabled real-time production management system for Loncin motorcycle assembly line. Int J Comput Integr Manuf 25(1):86–99

    Article  Google Scholar 

  21. Jun H-B et al (2009) A framework for RFID applications in product lifecycle management. Int J Comput Integr Manuf 22(7):595–615

    Article  Google Scholar 

  22. Dai Q et al (2012) Radio frequency identification-enabled real-time manufacturing execution system: a case study in an automotive part manufacturer. Int J Comput Integr Manuf 25(1):51–65

    Article  Google Scholar 

  23. Guerra-Zubiaga DA, Young RIM (2008) Design of a manufacturing knowledge model. Int J Comput Integr Manuf 21(5):526–539

    Article  Google Scholar 

  24. Finkenzeller K (1999) RFID handbook: radio-frequency identification fundamentals and applications. Wiley, New York

    Google Scholar 

  25. Krothapalli NKC, Deshmukh AV (1999) Design of negotiation protocols for multi-agent manufacturing systems. Int J Prod Res 37(7):1601–1624

    Article  MATH  Google Scholar 

  26. Giret A, Vicente B (2006) From system requirements to holonic manufacturing system analysis. International Journal of Production Research 44(18–19):3917–3928

    Article  MATH  Google Scholar 

  27. Weng MX et al (2008) Multi-agent-based workload control for make-to-order manufacturing. Int J Prod Res 46(8):2197–2213

    Article  MATH  Google Scholar 

  28. Barenji V, Reza MH, Guerra-Zubiaga DA (2013) Toward a modeling framework for organizational competency. Technological innovation for the Internet of things. Springer, Berlin, pp 142–151

    Book  Google Scholar 

  29. Barenji RV (2013) Towards a capability‐based decision support system for a manufacturing shop. In Collaborative Systems for Reindustrialization (pp. 220–227). Springer, Berlin, Heidelberg

  30. Nardi BA, Miller JR, Wright DJ (1998) Collaborative, programmable intelligent agents. Commun ACM 41(3):96–104

    Article  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Reza Vatankhah Barenji.

Rights and permissions

Reprints and permissions

About this article

Cite this article

Barenji, R.V., Barenji, A.V. & Hashemipour, M. A multi-agent RFID-enabled distributed control system for a flexible manufacturing shop. Int J Adv Manuf Technol 71, 1773–1791 (2014). https://doi.org/10.1007/s00170-013-5597-2

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00170-013-5597-2

Keywords

Navigation