The effect of alteration in service environments with distributed intelligent agents

  • Authors:
  • Dragan Jevtic;Marijan Kunstic;Denis Ouzecki

  • Affiliations:
  • Faculty of Electrical Engineering and Computing, University of Zagreb, Zagreb, Croatia;Faculty of Electrical Engineering and Computing, University of Zagreb, Zagreb, Croatia;Ericsson Nikola Tesla, Zagreb, Croatia

  • Venue:
  • KES'05 Proceedings of the 9th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part III
  • Year:
  • 2005

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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.