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International Conference on Knowledge-Based and Intelligent Information and Engineering Systems

KES 2005: Knowledge-Based Intelligent Information and Engineering Systems pp 16–22Cite as

The Effect of Alteration in Service Environments with Distributed Intelligent Agents

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Part of the book series: Lecture Notes in Computer Science ((LNAI,volume 3683))

Abstract

The paper presents some properties of the communication network supported by the intelligent agents. The intelligent agents were placed into network nodes and they were immobile. They were used to regulate the transfer of mobile agents from the network input, through the routing nodes and finally, towards the service processing nodes. These nodes were the programs running on the computers. A new model of distributed and collaborating intelligent agents was designed and presented. Continuous adaptation and agent’s collaboration was achieved by reinforcement Q-learning. For such a model the results show rapid tendency to reduce state time of mobile agents in the service. The obstructive effects expansion to the other agents when a change of processing capabilities in the region occurs was detected and described.

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References

  1. Jevtic, D., Kunstic, M., Jerkovic, N.: The Intelligent Agent-Based Control of Service Processing Capacity. In: Palade, V., Howlett, R.J., Jain, L. (eds.) KES 2003. LNCS (LNAI), vol. 2774, pp. 668–674. Springer, Heidelberg (2003)

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  3. Watkins, C.J.C.H., Dayan, P.: Q-learning. Machine Learning, vol. 8, pp. 55–68. Kluwer Academic Publishers, Dordrecht (1992)

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Author information

Authors and Affiliations

  1. Faculty of Electrical Engineering and Computing, University of Zagreb, Unska 3, 10000, Zagreb, Croatia

    Dragan Jevtic & Marijan Kunstic

  2. Ericsson Nikola Tesla, Krapinska 45, 10000, Zagreb, Croatia

    Denis Ouzecki

Authors
  1. Dragan Jevtic
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  2. Marijan Kunstic
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  3. Denis Ouzecki
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Editor information

Editors and Affiliations

  1. School of Business, La Trobe University, 3086, Melbourne, Victoria, Australia

    Rajiv Khosla

  2. Centre for SMART systems Engineering Research Centre, University of Brighton, BN2 4GJ, Moulsecoomb, Brighton, UK

    Robert J. Howlett

  3. School of Electrical and Information Engineering, Knowledge Based Intelligent Engineering Systems Centre, University of South Australia, 5095, Mawson Lakes, SA, Australia

    Lakhmi C. Jain

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© 2005 Springer-Verlag Berlin Heidelberg

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Cite this paper

Jevtic, D., Kunstic, M., Ouzecki, D. (2005). The Effect of Alteration in Service Environments with Distributed Intelligent Agents. In: Khosla, R., Howlett, R.J., Jain, L.C. (eds) Knowledge-Based Intelligent Information and Engineering Systems. KES 2005. Lecture Notes in Computer Science(), vol 3683. Springer, Berlin, Heidelberg. https://doi.org/10.1007/11553939_3

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  • DOI: https://doi.org/10.1007/11553939_3

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-540-28896-1

  • Online ISBN: 978-3-540-31990-0

  • eBook Packages: Computer ScienceComputer Science (R0)

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