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CPN-Based State Analysis and Prediction for Multi-agent Scheduling and Planning

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Advances in Agent-Based Complex Automated Negotiations

Part of the book series: Studies in Computational Intelligence ((SCI,volume 233))

Summary

In Agent Based Scheduling and Planning Systems, autonomous agents are used to represent enterprises and operating scheduling/planning tasks. As application domains become more and more complex, agents are required to handle a number of changing and uncertain factors. This requirement makes it necessary to embed state prediction mechanisms in Agent Based Scheduling and Planning Systems. In this chapter, we introduce a Colored Petri Net based approach that use Colored Petri Net models to represent relative dynamic factors of scheduling/planning. Furthermore, in our approach, we first introduce and adopt an improved Colored Petri Net model which can not only analyse future states of a system but also estimate the success possibility of reaching a particular future state. By using the improved Colored Petri Net model, agents can predict the possible future states of a system and risks of reaching those states. Through embedding such mechanisms, agents can make more rational and accurate decisions in complex scheduling and planning problems.

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References

  1. Jensen, K.: Colored Petri Nets: Basic Concepts, Analysis Methods, and Practical Use (Basic Concepts). Monographs in Theoretical Computer Science: An EATCS Series, vol. 1. Springer, Heidelberg (1992)

    Google Scholar 

  2. Jensen, K.: Colored Petri Nets: Basic Concepts, Analysis Methods, and Practical Use (Analysis Methods). Monographs in Theoretical Computer Science: An EATCS Series, vol. 2. Springer, Heidelberg (1994)

    Google Scholar 

  3. Jensen, K.: Colored Petri Nets: Basic Concepts, Analysis Methods, and Practical Use (Practical Use). Monographs in Theoretical Computer Science: An EATCS Series, vol. 3. Springer, Heidelberg (1997)

    Google Scholar 

  4. Girault, C., Valk, R.: Petri Nets for Systems Engineering: A Guide to Modeling, Verification, and Applications. Springer, New York (2003)

    Google Scholar 

  5. Peterson, J.: Petri Net Theory and The Modeling of Systems. Prentice-Hall, Inc., New Jersey (1981)

    Google Scholar 

  6. Reisig, W.: Petri Nets: An Introduction. EATCS Monographs on Theoretical Computer Science, vol. 4. Springer, Berlin (1985)

    MATH  Google Scholar 

  7. Kristensen, L., Jensen, K.: Specification and Validation of an Edge Router Discovery Protocol for Mobile Ad-hoc Networks. In: Ehrig, H., Damm, W., Desel, J., Große-Rhode, M., Reif, W., Schnieder, E., Westkämper, E. (eds.) INT 2004. LNCS, vol. 3147, pp. 248–269. Springer, Heidelberg (2004)

    Chapter  Google Scholar 

  8. Kristensen, L., Jørgensen, J., Jensen, K.: Application of Coloured Petri Nets in System Development. In: Desel, J., Reisig, W., Rozenberg, G. (eds.) Lectures on Concurrency and Petri Nets. LNCS, vol. 3098, pp. 626–685. Springer, Heidelberg (2004)

    Chapter  Google Scholar 

  9. Bai, Q., Zhang, M., Zhang, H.: A Coloured Petri Net Based Strategy for Multi-agent Scheduling, pp. 3–10. IEEE Press, Los Alamitos (2005)

    Google Scholar 

  10. Murugavel, A., Ranganathan, N.: Petri Net Modeling of Gate and Interconnect Delays for Power Estimation. IEEE Transactions on Very Large Scale Integration (VLSI) Systems 11(5), 921–927 (2003)

    Article  Google Scholar 

  11. Cost, R.: Modelling Agent Conversations with Colored Petri Nets. In: Working Notes of the Workshop on Specifying and Implementing Conversation Policies, Seattle,Washington, USA, pp. 59–66 (1999)

    Google Scholar 

  12. Reisig, W.: Petri Nets: An Introduction. EATCS Monographs on Theoretical Computer Science, vol. 4. Springer, Berlin (1985)

    MATH  Google Scholar 

  13. Hao, Q., Shen, W., Wang, L.: Collaborative Manufacturing Resource Scheduling Using Agent-based Web Services. International Journal of Manufacturing Technology and Management 9(3/4), 309–327 (2006)

    Article  Google Scholar 

  14. Shen, W., Norrie, N.: An Agent-Based Approach for Dynamic Manufacturing Scheduling. In: Working Notes of the Agent-based Manufacturing Workshop, Minneapolis, MN, USA, pp. 117–128 (1998)

    Google Scholar 

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Bai, Q., Ren, F., Zhang, M., Fulcher, J. (2009). CPN-Based State Analysis and Prediction for Multi-agent Scheduling and Planning. In: Ito, T., Zhang, M., Robu, V., Fatima, S., Matsuo, T. (eds) Advances in Agent-Based Complex Automated Negotiations. Studies in Computational Intelligence, vol 233. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-03190-8_8

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  • DOI: https://doi.org/10.1007/978-3-642-03190-8_8

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-642-03189-2

  • Online ISBN: 978-3-642-03190-8

  • eBook Packages: EngineeringEngineering (R0)

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