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2015 | OriginalPaper | Chapter

Volatile Knowledge to Improve the Self-adaptation of Autonomous Shuttles in Flexible Job Shop Manufacturing System

Authors : Emmanuel Adam, Damien Trentesaux, René Mandiau

Published in: Service Orientation in Holonic and Multi-agent Manufacturing

Publisher: Springer International Publishing

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Abstract

It is well known now that MAS are particularly adapted to deal with distributed and dynamic environment. The management of business workflow, data flow or flexible job shop manufacturing systems is typically a good application field for them. This kind of application requires flexibility to face with changes on the network. In the context of FMS, where products and resources entities can be seen as active, this paper presents an application of the volatile knowledge concept to the management of a flexible assembly cell. We illustrate our proposition on an emulator of the flexible assembly cell in our university.

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Footnotes
1
Or if \( conf\begin{array}{*{20}c} {{\text{t}}_{0} } \\ {{\text{k}}_{o}^{a} } \\ \end{array} \) is the confidence at \( time = 0 \), confidence \( conf\begin{array}{*{20}c} {{\text{t}}_{n} } \\ {{\text{k}}_{o}^{a} } \\ \end{array} = conf\begin{array}{*{20}c} {{\text{t}}_{0} } \\ {{\text{k}}_{o}^{a} } \\ \end{array} \times \left( {1 - deg_{{{\text{k}}_{o}^{a} }} } \right)^{n} \).
 
2
A Java Agent Development framework, cf. http://​jade.​tilab.​com/​.
 
Literature
1.
go back to reference Adam, E., Berger, T., Sallez, Y., Trentesaux, D.: An open-control concept for a holonic multiagent system. In: HoloMAS ’09, pp. 145–154. Springer, Berlin (2009) Adam, E., Berger, T., Sallez, Y., Trentesaux, D.: An open-control concept for a holonic multiagent system. In: HoloMAS ’09, pp. 145–154. Springer, Berlin (2009)
2.
go back to reference Adam, E., Grislin, E., Mandiau, R.: Autonomous agents in dynamic environment: a necessary volatility of the knowledge. In: Perez, J.B., Rodriguez, J.M.C., Mathieu, P., Campbell, A., Ortega, A., Adam, E., Navarro, E., Ahrndt, S., Moreno, M.N., Julian, V. (eds.) PAAMS (special sessions). Advances in Intelligent Systems and Computing, vol. 293, pp. 103–110. Springer, Berlin (2014) Adam, E., Grislin, E., Mandiau, R.: Autonomous agents in dynamic environment: a necessary volatility of the knowledge. In: Perez, J.B., Rodriguez, J.M.C., Mathieu, P., Campbell, A., Ortega, A., Adam, E., Navarro, E., Ahrndt, S., Moreno, M.N., Julian, V. (eds.) PAAMS (special sessions). Advances in Intelligent Systems and Computing, vol. 293, pp. 103–110. Springer, Berlin (2014)
3.
go back to reference Brandimarte, P.: Routing and scheduling in a flexible job shop by tabu search. Ann. Oper. Res. 41(1–4), 157–183 (1993)CrossRefMATH Brandimarte, P.: Routing and scheduling in a flexible job shop by tabu search. Ann. Oper. Res. 41(1–4), 157–183 (1993)CrossRefMATH
4.
go back to reference Conway, R., Maxwell, W., Miller, L.: Theory of scheduling. Addison-Wesley Pub. Co., Boston (1967)MATH Conway, R., Maxwell, W., Miller, L.: Theory of scheduling. Addison-Wesley Pub. Co., Boston (1967)MATH
6.
go back to reference Havens, T., Spain, C., Salmon, N., Keller, J.: Roach infestation optimization. In: Swarm Intelligence Symposium. (SIS 2008), pp. 1–7. IEEE, New Jersey (2008) Havens, T., Spain, C., Salmon, N., Keller, J.: Roach infestation optimization. In: Swarm Intelligence Symposium. (SIS 2008), pp. 1–7. IEEE, New Jersey (2008)
7.
go back to reference Kennedy, J., Eberhart, R.: Particle swarm optimization. In: Proceedings of IEEE International Conference on Neural Networks, vol. 4, pp. 1942–1948 (1995) Kennedy, J., Eberhart, R.: Particle swarm optimization. In: Proceedings of IEEE International Conference on Neural Networks, vol. 4, pp. 1942–1948 (1995)
8.
go back to reference Ketenci, U., Adam, E., Grislin, E., Mandiau, R.: Volatile knowledge for mobile agents: application to autonomous vehicles management. 11th European Workshop on Multi-Agent Systems (EUMAS’13), Toulouse (2013) Ketenci, U., Adam, E., Grislin, E., Mandiau, R.: Volatile knowledge for mobile agents: application to autonomous vehicles management. 11th European Workshop on Multi-Agent Systems (EUMAS’13), Toulouse (2013)
9.
go back to reference Lin, F., Reiter, R.: Forget it! In: Proceedings of the AAAI Fall Symposium on Relevance, pp. 154–159 (1994) Lin, F., Reiter, R.: Forget it! In: Proceedings of the AAAI Fall Symposium on Relevance, pp. 154–159 (1994)
10.
go back to reference Teodorovic, D.: Bee colony optimization (bco). In: Lim, C.P., Jain, L.C., Dehuri, S. (eds.) Innovations in Swarm Intelligence, Studies in Computational Intelligence, vol. 248, pp. 39–60. Springer, Berlin (2009) Teodorovic, D.: Bee colony optimization (bco). In: Lim, C.P., Jain, L.C., Dehuri, S. (eds.) Innovations in Swarm Intelligence, Studies in Computational Intelligence, vol. 248, pp. 39–60. Springer, Berlin (2009)
11.
go back to reference Trentesaux, D., Pach, C., Bekrar, A., Sallez, Y., Berger, T., Bonte, T., Leitao, P., Barbosa, J.: Benchmarking flexible job-shop scheduling and control systems. Control Eng. Pract. 21(9), 1204–1225 (2013)CrossRef Trentesaux, D., Pach, C., Bekrar, A., Sallez, Y., Berger, T., Bonte, T., Leitao, P., Barbosa, J.: Benchmarking flexible job-shop scheduling and control systems. Control Eng. Pract. 21(9), 1204–1225 (2013)CrossRef
12.
go back to reference Yang, X.S., He, X.: Firefly algorithm: recent advances and applications. Int. J. Swarm Intell. 1(1), 36–50 (2013)CrossRef Yang, X.S., He, X.: Firefly algorithm: recent advances and applications. Int. J. Swarm Intell. 1(1), 36–50 (2013)CrossRef
13.
go back to reference Yen, G.G., Hickey, T.W.: Reinforcement learning algorithms for robotic navigation in dynamic environments. ISA Trans. 43(2), 217–230 (2004)CrossRef Yen, G.G., Hickey, T.W.: Reinforcement learning algorithms for robotic navigation in dynamic environments. ISA Trans. 43(2), 217–230 (2004)CrossRef
Metadata
Title
Volatile Knowledge to Improve the Self-adaptation of Autonomous Shuttles in Flexible Job Shop Manufacturing System
Authors
Emmanuel Adam
Damien Trentesaux
René Mandiau
Copyright Year
2015
DOI
https://doi.org/10.1007/978-3-319-15159-5_21

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