Anti-air Unit Learning Model Based on Multi-agent System Using Neural Network

신경망을 이용한 멀티 에이전트 기반 대공방어 단위 학습모형

  • Published : 2008.10.31

Abstract

In this paper, we suggested a methodology that can be used by an agent to learn models of other agents in a multi-agent system. To construct these model, we used influence diagram as a modeling tool. We present a method for learning models of the other agents at the decision nodes, value nodes, and chance nodes in influence diagram. We concentrated on learning of the other agents at the value node by using neural network learning technique. Furthermore, we treated anti-air units in anti-air defense domain as agents in multi. agent system.

Keywords

References

  1. Carmel, D. and Markovitch, S., "Learning Models of Intelligent Agents", AAAI/IAAI 1, pp. 62-67, 1996
  2. Haykin, S., "Neural Network : A Comprehensive Foundation", New York : Macmillan College Publishing Company, 1994
  3. Hebb, D. O., "The Organization of Behavior : A Neuropsychological Theory", New York : Wiley, 1949
  4. Kaminka, G., Tambe, M. and Hopper, C., "The role of Agent-modeling in Agent Robustness", In Proceedings of the Conference on AI Meets the Real World, 1998
  5. Keeney, R. L. and Raiffa, H., "Decisions with Multiple Objectives : Preferences and Value Tradeoffs", New York : Wiley, 1976
  6. McCulloch, W. S. and Pitts, W., "A Logical Calculus of the Ideas Immanent in Nervous Activity", Bulletin of Mathmatical Biophysics, Vol. 5, pp. 115-133, 1943 https://doi.org/10.1007/BF02478259
  7. Rosenblatt, F., "The Perceptron : A Probabilistic Model for Information Storage and Organization in the Brain", Psychological Review, Vol. 65, pp. 386-408, 1958 https://doi.org/10.1037/h0042519
  8. Rumelhart, D. E., Hinton, G. E. and Williams, R. J., "Learning Internal Representation by Error Propagation : in Parallel Distributed Processing", The MIT Press, Vol. 1, 1986
  9. Widrow, B. and Hoff Jr., M. E., "Adaptive Switching Circuits", IRE WESCON Convention Record, pp. 96-104, 1960
  10. X. Wu and K. l. Poh, "Decision-model Construction with Multilevel Influence Diagrams", The Knowlege Engineering Review, Vol. 15, No. 3, pp. 233-256, 2000 https://doi.org/10.1017/S0269888900003015
  11. 류경현, 정환묵, "퍼지 의사결정에 기반한 멀티에이전트의 효율적인 조정방안", 퍼지 및 지능시스템학회 논문지 Vol. 17, No. 1, pp. 66-71, 2007 https://doi.org/10.5391/JKIIS.2007.17.1.066