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Combining Improved FYDPS Neural Networks and Case-Based Planning — A Case Study

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Book cover Innovations in Hybrid Intelligent Systems

Part of the book series: Advances in Soft Computing ((AINSC,volume 44))

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Abstract

This paper presents a hybrid deliberative architecture based on the concept of CBPBDI agent. A CBP-BDI agent is a BDI agent that incorporates a CBP reasoning engine. The work here presented focuses in the development of the CBP internal structure. The planning mechanism has been implemented by means of a novel FYDPS neural network. The system has been tested and this paper presents the results obtained.

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References

  1. Aamodt A. and Plaza E.: Case-Based Reasoning: foundational Issues, Methodological Variations, and System Approaches, AICOM. Vol. 7., pp 39–59 (1994)

    Google Scholar 

  2. Bajo J., de Paz Y., de Paz J.F., Martín Q. and Corchado J.M.: SMas: A Shopping Mall Multiagent Systems. Proccedings of IDEAL’06, LNAI, vol 4224 pp. 1166–1173, Springer Verlag. (2006)

    Google Scholar 

  3. Bajo J., Corchado J.M. and Castillo L.F.: Running Agents in Mobile Devices. Proccedings of IBERAMIA’06, LNAI, vol 4140 pp. 58–67, Springer Verlag. (2006)

    Google Scholar 

  4. R.E. Bellman, Dynamic Programming. (Princeton University Press, Princeton, New Jersey, 1957).

    Google Scholar 

  5. Bratman, M.E.: Intentions, Plans and Practical Reason (Harvard University Press, Cambridge, M.A., 1987).

    Google Scholar 

  6. Corchado J.M., and Laza R.: Constructing Deliberative Agents with Case-based Reasoning Technology, International Journal of Intelligent Systems, 18 (2003) 1227–1241.

    Article  Google Scholar 

  7. Corchado J.M., Pavón J., Corchado E. and Castillo L.F.: Development of CBR-BDI Agents: A Tourist Guide Application, in: Proc. ECCBR’04, Lecture Notes in Artificial Intelligence, Vol. 3155 (Springer, Berlin, 2004) 547–559.

    Google Scholar 

  8. Cox M.T., Muñoz-Avila, H. and Bergmann R. Case-based planning. The Knowledge Engineering Review, Vol. 00:0, 1–4. c 2005, Cambridge University Press

    Google Scholar 

  9. Glez-Bedia M., Corchado J.M., Corchado E. and Fyfe C.: Analytical Model for Constructing Deliberative Agents, Engineering Intelligent Systems, Vol 3 (2002) 173–185.

    Google Scholar 

  10. Jin H.D., Leung K.S., Wong M.L., Xu Z.B.: An Efficient Self-Organizing Map Designed by Genetic Algorithms for the Traveling Salesman Problem. IEEE Transactions on Systems, Man, and Cybernetics Part B: Cybernetics, vol. 33, no 6. (2003). pp 877–888.

    Article  Google Scholar 

  11. Kohonen T.: Self-organization and associative memory, Springer Verlag (1984).

    Google Scholar 

  12. Leung K.S., Jin H.D., Xu Z.B.: An expanding Self-organizing Neural Network for the Traveling Salesman Problem. Neurocomputing, vol. 62. (2004). pp 267–292.

    Article  Google Scholar 

  13. Martín Q., De Paz J.F., De Paz Y., Pérez E., Solving TSP with a modified kohonen network, European Journal of Operational Research, (2007).

    Google Scholar 

  14. Martín Q., Santos M.T., De Paz Y., Operations research: Resolute problems and exercises, Pearson, (2005) 189–190.

    Google Scholar 

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de Paz, Y., Martin, Q., Bajo, J., Tapia, D.I. (2007). Combining Improved FYDPS Neural Networks and Case-Based Planning — A Case Study. In: Corchado, E., Corchado, J.M., Abraham, A. (eds) Innovations in Hybrid Intelligent Systems. Advances in Soft Computing, vol 44. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-74972-1_39

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  • DOI: https://doi.org/10.1007/978-3-540-74972-1_39

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-540-74971-4

  • Online ISBN: 978-3-540-74972-1

  • eBook Packages: EngineeringEngineering (R0)

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