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Dynamic Service Reconfiguration with Multi-agent Systems

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Part of the book series: Studies in Computational Intelligence ((SCI,volume 694))

Abstract

Most modern manufacturing systems rely on constantly seeking new solutions to better fulfil their manufacturing objectives. As reported in today’s manufacturing literature, dynamic service reconfiguration is one solution that permits to endorse continuous service reconfiguration, flexibility and evolvable systems. In spite of the current research efforts, real reconfiguration solutions are still lacking automated tools that support dynamic and runtime reconfigurations by discovering new adaptation needs and opportunities and, thus, explore possible actions leading to new system configurations. To overcome these issues, it is essential to provide solutions that answer to the “when” and “what” to reconfigure questions. Most of the service changes triggers rely on reactive events, where decisions come from a centralized decision-maker and are performed manually. Based on these facts a service-oriented multi-agent systems architecture is described aiming at actively promoting service reconfiguration (e.g., improvement of the service’s properties and/or update the services’ catalogue) to cope with the unexpected and unpredictable condition changes. This paper describes the processes that decide which service reconfiguration should be applied to each circumstance. The developed prototype for a flexible manufacturing system case study allowed verifying the feasibility of the proposed dynamic service reconfiguration solution in different scenarios.

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References

  1. Kagermann, H., Wolfgang, W., Helbig, J.: Securing the future of German manufacturing industry. Recommendations for implementing the strategic initiative INDUSTRIE 4.0. Final report of the Industrie 4.0 Working Group (2013)

    Google Scholar 

  2. MacKenzie, C.M., Laskey, K., McCabe, F., Brown, P.F., Metz, R.: Reference model for service oriented architecture 1.0. OASIS Stand. 12, 1–28 (2006)

    Google Scholar 

  3. Giret, A., Botti, V.: ANEMONA-S+Thomas: a framework for developing service-oriented intelligent manufacturing systems. In: Service Orientation in Holonic and Multi-agent Manufacturing, pp. 61–69. Springer International Publishing (2015)

    Google Scholar 

  4. Lécué, F., Gorronogoitia, Y., Gonzalez, R., Radzimski, M., Villa, M.: SOA4All: An innovative integrated approach to services composition. 2010 IEEE International Conference on Web Services (ICWS), pp. 58–67 (2010)

    Google Scholar 

  5. Tsai, W.T., Song, W.W., Chen, Y.N., Paul, R.: Dynamic system reconfiguration via service composition for dependable computing. Reliable Syst. Unreliable Network. Platf. 4322, 203–224 (2007)

    Article  Google Scholar 

  6. Yang, T.-H., Lee, W.-P.: Intelligent service reconfiguration for home robots. In: Ding, X., Kong, X., Dai, S.J. (eds.) Advances in Reconfigurable Mechanisms and Robots II, pp. 735–745. Springer International Publishing, Cham (2016)

    Google Scholar 

  7. Colombo, A.-W., Karnouskos, S., Mendes, J.-M.: Factory of the future: a service-oriented system of modular, dynamic reconfigurable and collaborative systems. In: Benyoucef, L., Grabot, B. (eds.) Artificial Intelligence Techniques for Networked Manufacturing Enterprises Management. Springer, London, pp. 459–481 (2010)

    Google Scholar 

  8. Rocha, A., Di Orio, G., Barata, J., Antzoulatos, N., Castro, E., Ratchev, S.S., Ribeiro, L.: An agent based framework to support plug and produce. In: 12th IEEE International Conference on Industrial Informatics (INDIN), pp. 504–510 (2014)

    Google Scholar 

  9. Onori, M., Lohse, N., Barata, J., Hanisch, C.: The IDEAS project: plug & produce at shop-floor level. Assem. Autom. 32, 124–134 (2012)

    Article  Google Scholar 

  10. Leitão, P., Barbosa, J., Pereira, A., Barata, J., Colombo, A.: Specification of the PERFORM architecture for the seamless production system Reconfiguration. In: 42nd Annual Conference of the IEEE Industrial Electronics Society (IECON) (2016)

    Google Scholar 

  11. Rodrigues, N., Leitão, P., Oliveira, E.: Triggering strategies for automatic and online service reconfiguration. In: 11th Conference, pp. 76–82 (2016)

    Google Scholar 

  12. Gamboa Quintanilla, F., Cardin, O., L’Anton, A., Castagna, P.: A modeling framework for manufacturing services in service-oriented holonic manufacturing systems. Eng. Appl. Artif. Intell. 55, 26–36 (2016)

    Article  Google Scholar 

  13. Rodrigues, N., Leitão, P., Oliveira, E.: Self-interested service-oriented agents based on trust and QoS for dynamic reconfiguration. In: Service Orientation in Holonic and Multi-Agent Manufacturing (SOHOMA’14), Nancy, France (2014)

    Google Scholar 

  14. Farid, A.M.: Measures of reconfigurability and its key characteristics in intelligent manufacturing systems. J. Intell. Manuf. 1–17 (2014)

    Google Scholar 

  15. Neves, P.: Reconfiguration methodology to improve the agility and sustainability of plug and produce systems (2016)

    Google Scholar 

  16. Zhou, J., Djurdjanovic, D., Ivy, J., Ni, J.: Integrated reconfiguration and agent-based preventive maintenance decision making. IIE Trans. 39(12), 1085–1102 (2007)

    Article  Google Scholar 

  17. Trentesaux, D., Pach, C., Bekrar, A., Sallez, Y., Berger, T., Bonte, T., Leitão, P., Barbosa, J.: Benchmarking flexible job-shop scheduling and control systems. Control Eng. Pract. 21(9), 1204–1225 (2013)

    Article  Google Scholar 

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Correspondence to Nelson Rodrigues .

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Rodrigues, N., Leitão, P., Oliveira, E. (2017). Dynamic Service Reconfiguration with Multi-agent Systems. In: Borangiu, T., Trentesaux, D., Thomas, A., Leitão, P., Oliveira, J. (eds) Service Orientation in Holonic and Multi-Agent Manufacturing . SOHOMA 2016. Studies in Computational Intelligence, vol 694. Springer, Cham. https://doi.org/10.1007/978-3-319-51100-9_27

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  • DOI: https://doi.org/10.1007/978-3-319-51100-9_27

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  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-319-51099-6

  • Online ISBN: 978-3-319-51100-9

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