Guidelines to apply CBR in real-time multi-agent systems

• Autores: Martín Navarro Llácer, Stella María Heras Barberá , Vicente J. Julián Inglada
• Localización: JoPha: Journal of Physical Agents, ISSN-e 1888-0258, Vol. 3, Nº. 3, 2009 (Ejemplar dedicado a: Special Session on Hybrid Reasoning and Coordination Methods on MAS), págs. 39-43
• Idioma: inglés
• DOI: 10.14198/jopha.2009.3.3.07
• Enlaces
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• Resumen

  • In real-time Multi-Agent Systems, Real-Time Agents merge intelligent deliberative techniques with real-time reactive actions in a distributed environment. CBR has been successfully applied in Multi-Agent Systems as deliberative mechanism for agents. However, in the case of Real-Time Multi-Agent Systems the temporal restrictions of their Real-Time Agents make their deliberation process to be temporally bounded. Therefore, this paper presents a guide to temporally bound the CBR to adapt it to be used as deliberative mechanism for Real-Time Agents.

• Referencias bibliográficas
  • [1] Aamodt, A., & Plaza, E. (1994). Case-based reasoning: Foundational issues, methodological variations, and system approaches. AI Communications,...
  • [2] Carrascosa, C., Terrasa, A., García-Fornes, A., Espinosa, A., & Botti, V. (2005). A Meta-Reasoning Model for Hard Real-Time Agents....
  • [3] Corchado, J. M., & Pellicer, A. (2005). Development of CBR-BDI Agents. International Journal of Computer Science and Applications,...
  • [4] Dean, T., & Boddy, M. (1988). An analysis of time-dependent planning. In Proceedings of the 7th National Conference on Artificial...
  • [5] Fox, S. E., & Anderson-Sprecher, P. (2006). Robot navigation: Using integrated retrieval of behaviors and routes. In Proceedings of...
  • [6] García-Fornes, A. (1996). ARTIS: Un modelo y una arquitectura para sistemas de tiempo real inteligentes (Ph.D. Dissertation). DSIC, U....
  • [7] Garvey, A., & Lesser, V. (1994). A survey of research in deliberative Real-Time Artificial Intelligence. The Journal of Real-Time...
  • [8] Goldman, R. P., Musliner, D. J., & Krebsbach, K. D. (2001). Managing online self-adaptation in real-time environments. In Proceedings...
  • [9] Hayes-Roth, B., Washington, R., Ash, D., Collinot, A., Vina, A., & Seiver, A. (1992). Guardian: A prototype intensive-care monitoring...
  • [10] Howe, A. E., Hart, D. M., & Cohen, P. R. (1990). Addressing real-time constraints in the design of autonomous agents. The Journal...
  • [11] Julian, V., & Botti, V. (2004). Developing real-time multi-agent systems. ICAE, 11(2), 150–165.
  • [12] Karacapilidis, N., & Papadias, D. (2001). Computer supported argumentation and collaborative decision-making: The HERMES system....
  • [13] Leake, D. B., & Sooriamurthi, R. (2001). When two case bases are better than one: Exploiting multiple case bases. In Proceedings...
  • [14] Likhachev, M., Kaess, M., & Arkin, R. C. (2002). Learning behavioral parameterization using spatio-temporal case-based reasoning....
  • [15] Marling, C., Tomko, M., Gillen, M., Alexander, D., & Chelberg, D. (2003). Case-based reasoning for planning and world modeling in...
  • [16] McGinty, L., & Smyth, B. (2001). Collaborative case-based reasoning: Applications in personalized route planning. In Proceedings...
  • [17] Musliner, D. J., Hendler, J. A., Agrawala, A. K., Durfee, E. H., Strosnider, J. K., & Paul, C. J. (1995). The challenge of real-time...
  • [18] Navarro, M., Heras, S., & Julian, V. (2008). Ensuring time in real-time commitments. In Proceedings of IBERAMIA (pp. 183–192).
  • [19] Ontanon, S., & Plaza, E. (2007). Learning and joint deliberation through argumentation in multi-agent systems. In Proceedings of...
  • [20] Plaza, E., Arcos, J. L., & Martín, F. (1997). Cooperative case-based reasoning. In LNAI, 1221, 180–201.
  • [21] Ros, R., López de Mántaras, R., Arcos, J. L., & Veloso, M. (2007). Team playing behavior in robot soccer: A case-based approach....
  • [22] Soh, L. K., & Tsatsoulis, C. (2005). A real-time negotiation model and a multi-agent sensor network implementation. AAMAS, 11(3),...
  • [23] Soler, J., Julian, V., García-Fornes, A., & Botti, V. (2003). Real-time extensions in multi-agent communication. In LNAI, 3040, 468–477.
  • [24] Tolchinsky, P., Modgil, S., Cortes, U., & Sánchez-Marré, M. (2006). CBR and argument schemes for collaborative decision making. In...