Um Modelo Híbrido de Agente BDI Fuzzy
Resumo
This work describes the proposal of the development of a hybrid Fuzzy-BDI agent model, in order to allow the agent to deal more appropriately with the uncertainties of the environment, desires, intentions and agent plans, resulting in more efficient and safer applications. The implementation will be carried out using the Jason agent platform.
Referências
L. C. Barros and R. C. Bassanezi. Tópicos de Lógica Fuzzy e Biomatemática. IMECC/UNICAMP, Campinas, 2006.
G. Bojadziev and M. Bojadziev. Fuzzy Sets, Fuzzy Logic, Applications. World Scientific, Singapore, 1995.
R. H. Bordini and J. F. Hübner. Jason – a java-based agentspeak interpreter used with saci for multiagent distribution over the net, 2004. (available at [link]).
R. H. Bordini, J. F. Hübner, and M. Wooldridge. Programming Multi-Agent Systems in AgentSpeak using Jason. Wiley, New Jersey, 2007.
A. Casali, L. Godo, and C. Sierra. Graded BDI models for agent architectures. In Computational Logic in Multiagent Systems, volume 3487 of LNAI, pages 126–143. Springer, Berlin, 2005.
A. Casali, L. Godo, and C. Sierra. Modelos BDI graduados para arquitecturas de agentes. Revista Iberoamericana de Inteligencia Artificial, 9(26):67–75, 2005.
A. Casali, L. Godo, and C. Sierra. Multi-context specification for graded BDI-agent. In C. Ghidini, editor, Doctoral Consortium - Fifth International Conference on Modeling and Using Context (CONTEXT-05), pages 31 – 40, Paris, 2005. LIP 6.
A. Casali, L. Godo, and C. Sierra. Modeling travel assistant agents: a graded BDI approach. In Artificial Intelligence in Theory and Practice, volume 217 of IFIP International Federation for Information Processing, pages 415–424. Springer, Berlin, 2006.
G. Chen and T. T. Pham. Introduction to Fuzzy Sets, Fuzzy Logic, and Fuzzy Control Systems. CRC Press, New York - USA, 2000.
A. P. Cruz. Lógicas BDI fuzzy. Master’s thesis, UFRN, 2008.
F. Cuesta and A. Ollero. Intelligent control of mobile robots with fuzzy perception. In Intelligent Mobile Robot Navigation, volume 16 of Springer Tracts in Advanced Robotics, pages 79–122. Springer, Berlin, 2005.
G. P. Dimuro, A. V. Santos, G. P. Bedregal, and A. C. R. Costa. Fuzzy evaluation of social exchanges between personality-based agents. In L. S. Lopes, N. Lau, P. Mariano, and L. M. Rocha, editors, New Trends In Artificial Intelligence, Proc. of 14th Portuguese Conference on Artificial Intelligence, EPIA’2009, pages 451–462, Aveiro, 2009. APIA/Universidade de Aveiro.
G. P. Farias. Um modelo de percepção fuzzy para agentes BDI. Technical report, UCPEL, Pelotas, 2009. (Projeto de Graduação em Ciência da Computação, orientadora: G.P. Dimuro, disponível em [link]).
G. P. Farias, G. P. Dimuro, and A. C. R. Costa. Um modelo de percepção fuzzy para agentes BDI. In L. A. O. Rocha and S. S. C. Botelho, editors, Proc. of the 3rd Southern Conference on Computational Modeling, pages 254–257, Rio Grande, 2009.
N. Ghasem-Aghaee and T. I. Ören. Towards fuzzy agents with dynamic personality for human behavior simulation. In Proc. of the 2003 Summer Computer Simulation Conference, Montreal, July 20-24, 2003, pages 3–10, San Diego, 2003. SCS.
L. Hai-bo, G. Guo-chang, S. Jing, and F. Yan. AUV fuzzy neural BDI. Journal of Marine Science and Application, 4(3):37–41, 2007.
S. Hassan, L. Garmendia, and J. Pavón. Agentbased social modeling and simulation with fuzzy sets. In E. Corchado, J. M. Corchado, and A. Abraham, editors, Innovations in Hybrid Intelligent Systems, number 44 in Advances in Soft Computing, pages 40–47. Springer, Berlin, 2008.
K. Ishii and M. Sugeno. A model of human evaluation process using fuzzy measure. International Journal of Man-Machine Studies, 22(1):19–38, 1985.
P. Lokuge and D. Alahakoon. Decisions based upon multiple values: the BVG agent architecture. In N. R. Pal, Nikola Kasabov, Rajani K. Mudi, Srimanta Pal, and Swapan K. Parui, editors, Neural Information Processing, number 3316 in LNCS, pages 941–946, Berlin, 2004. Springer.
S. A. Long and A. C. Esterline. Fuzzy BDI architecture for social agents. In N. R. Pal, Nikola Kasabov, Rajani K. Mudi, Srimanta Pal, and Swapan K. Parui, editors, Proceedings of the IEEE Southeastcon 2000, pages 68–74, Los Alamitos, 2000. IEEE.
H. T. Nguyen and E. A. Walker. A First Course in Fuzzy Logic. Chapman & Hall/Crc, Las Cruces, New Mexico, third edition, 2006.
T. J. Ross. Fuzzy Logic with Engineering Applications. Wiley, New Mexico, 2004.
S. Russel and P. Norvig, editors. Inteligência Artificial. Elsevier/Campus, Rio de Janeiro, 2004.
E. Sabeur and G. Denis. Human behavior and social network simulation: Fuzzy sets/logic and agentsbased approach. In Proc. of the 2007 Spring Simulation Multi-Conference, Norfolk, 2007, pages 102–109, San Diego, 2007. SCS.
S. Shen, G. M. P. O’Hare, and R. Collier. Decisionmaking of BDI agents, a fuzzy approach. In Proceedings of The Fourth International Conference on Computer and Information Technology, pages 1022 – 1027, Washington, 2004. IEEE.
S. Shen, G. M. P. O’Hare, and M. J. O’Grady. Fuzzy-set-based decision making through energyaware and utility agents within wireless sensor networks. Artificial Intelligence Review, 27(2-3):165–187, 2008.
G. Weiss, editor. Multiagent Systems - A Modern Approach to Distributed Artificial Intelligence. The MIT Press, Cambridge, Massachussetts, 1999.
M. Wooldridge. Reasoning about Rational Agents. Intelligent Robots and Autonomous Agents. The MIT Press, Cambridge, 2000.
M. J. Wooldridge. Multiagent Systems: A Modern Approach to Distributed Artificial Intelligence. The MIT Press, Cambridge, Massachusetts, 1999.
L. A. Zadeh. Fuzzy sets. Information and Control, 8:338–353, 1965.
L. A. Zadeh. Is there a need for fuzzy logic? Information Sciences, 178(13):2751–2779, 2008.
T. I. Ören and N. Ghasem-Aghaee. Personality representation processable in fuzzy logic for human behavior simulation. In Proc. of the 2003 Summer Computer Simulation Conference, Montreal, July 20-24, 2003, pages 11–18, San Diego, 2003. SCS.
G. Bojadziev and M. Bojadziev. Fuzzy Sets, Fuzzy Logic, Applications. World Scientific, Singapore, 1995.
R. H. Bordini and J. F. Hübner. Jason – a java-based agentspeak interpreter used with saci for multiagent distribution over the net, 2004. (available at [link]).
R. H. Bordini, J. F. Hübner, and M. Wooldridge. Programming Multi-Agent Systems in AgentSpeak using Jason. Wiley, New Jersey, 2007.
A. Casali, L. Godo, and C. Sierra. Graded BDI models for agent architectures. In Computational Logic in Multiagent Systems, volume 3487 of LNAI, pages 126–143. Springer, Berlin, 2005.
A. Casali, L. Godo, and C. Sierra. Modelos BDI graduados para arquitecturas de agentes. Revista Iberoamericana de Inteligencia Artificial, 9(26):67–75, 2005.
A. Casali, L. Godo, and C. Sierra. Multi-context specification for graded BDI-agent. In C. Ghidini, editor, Doctoral Consortium - Fifth International Conference on Modeling and Using Context (CONTEXT-05), pages 31 – 40, Paris, 2005. LIP 6.
A. Casali, L. Godo, and C. Sierra. Modeling travel assistant agents: a graded BDI approach. In Artificial Intelligence in Theory and Practice, volume 217 of IFIP International Federation for Information Processing, pages 415–424. Springer, Berlin, 2006.
G. Chen and T. T. Pham. Introduction to Fuzzy Sets, Fuzzy Logic, and Fuzzy Control Systems. CRC Press, New York - USA, 2000.
A. P. Cruz. Lógicas BDI fuzzy. Master’s thesis, UFRN, 2008.
F. Cuesta and A. Ollero. Intelligent control of mobile robots with fuzzy perception. In Intelligent Mobile Robot Navigation, volume 16 of Springer Tracts in Advanced Robotics, pages 79–122. Springer, Berlin, 2005.
G. P. Dimuro, A. V. Santos, G. P. Bedregal, and A. C. R. Costa. Fuzzy evaluation of social exchanges between personality-based agents. In L. S. Lopes, N. Lau, P. Mariano, and L. M. Rocha, editors, New Trends In Artificial Intelligence, Proc. of 14th Portuguese Conference on Artificial Intelligence, EPIA’2009, pages 451–462, Aveiro, 2009. APIA/Universidade de Aveiro.
G. P. Farias. Um modelo de percepção fuzzy para agentes BDI. Technical report, UCPEL, Pelotas, 2009. (Projeto de Graduação em Ciência da Computação, orientadora: G.P. Dimuro, disponível em [link]).
G. P. Farias, G. P. Dimuro, and A. C. R. Costa. Um modelo de percepção fuzzy para agentes BDI. In L. A. O. Rocha and S. S. C. Botelho, editors, Proc. of the 3rd Southern Conference on Computational Modeling, pages 254–257, Rio Grande, 2009.
N. Ghasem-Aghaee and T. I. Ören. Towards fuzzy agents with dynamic personality for human behavior simulation. In Proc. of the 2003 Summer Computer Simulation Conference, Montreal, July 20-24, 2003, pages 3–10, San Diego, 2003. SCS.
L. Hai-bo, G. Guo-chang, S. Jing, and F. Yan. AUV fuzzy neural BDI. Journal of Marine Science and Application, 4(3):37–41, 2007.
S. Hassan, L. Garmendia, and J. Pavón. Agentbased social modeling and simulation with fuzzy sets. In E. Corchado, J. M. Corchado, and A. Abraham, editors, Innovations in Hybrid Intelligent Systems, number 44 in Advances in Soft Computing, pages 40–47. Springer, Berlin, 2008.
K. Ishii and M. Sugeno. A model of human evaluation process using fuzzy measure. International Journal of Man-Machine Studies, 22(1):19–38, 1985.
P. Lokuge and D. Alahakoon. Decisions based upon multiple values: the BVG agent architecture. In N. R. Pal, Nikola Kasabov, Rajani K. Mudi, Srimanta Pal, and Swapan K. Parui, editors, Neural Information Processing, number 3316 in LNCS, pages 941–946, Berlin, 2004. Springer.
S. A. Long and A. C. Esterline. Fuzzy BDI architecture for social agents. In N. R. Pal, Nikola Kasabov, Rajani K. Mudi, Srimanta Pal, and Swapan K. Parui, editors, Proceedings of the IEEE Southeastcon 2000, pages 68–74, Los Alamitos, 2000. IEEE.
H. T. Nguyen and E. A. Walker. A First Course in Fuzzy Logic. Chapman & Hall/Crc, Las Cruces, New Mexico, third edition, 2006.
T. J. Ross. Fuzzy Logic with Engineering Applications. Wiley, New Mexico, 2004.
S. Russel and P. Norvig, editors. Inteligência Artificial. Elsevier/Campus, Rio de Janeiro, 2004.
E. Sabeur and G. Denis. Human behavior and social network simulation: Fuzzy sets/logic and agentsbased approach. In Proc. of the 2007 Spring Simulation Multi-Conference, Norfolk, 2007, pages 102–109, San Diego, 2007. SCS.
S. Shen, G. M. P. O’Hare, and R. Collier. Decisionmaking of BDI agents, a fuzzy approach. In Proceedings of The Fourth International Conference on Computer and Information Technology, pages 1022 – 1027, Washington, 2004. IEEE.
S. Shen, G. M. P. O’Hare, and M. J. O’Grady. Fuzzy-set-based decision making through energyaware and utility agents within wireless sensor networks. Artificial Intelligence Review, 27(2-3):165–187, 2008.
G. Weiss, editor. Multiagent Systems - A Modern Approach to Distributed Artificial Intelligence. The MIT Press, Cambridge, Massachussetts, 1999.
M. Wooldridge. Reasoning about Rational Agents. Intelligent Robots and Autonomous Agents. The MIT Press, Cambridge, 2000.
M. J. Wooldridge. Multiagent Systems: A Modern Approach to Distributed Artificial Intelligence. The MIT Press, Cambridge, Massachusetts, 1999.
L. A. Zadeh. Fuzzy sets. Information and Control, 8:338–353, 1965.
L. A. Zadeh. Is there a need for fuzzy logic? Information Sciences, 178(13):2751–2779, 2008.
T. I. Ören and N. Ghasem-Aghaee. Personality representation processable in fuzzy logic for human behavior simulation. In Proc. of the 2003 Summer Computer Simulation Conference, Montreal, July 20-24, 2003, pages 11–18, San Diego, 2003. SCS.
Publicado
19/04/2010
Como Citar
FARIAS, Giovani Parente; DIMURO, Graçaliz Pereira; COSTA, Antônio Carlos da Rocha.
Um Modelo Híbrido de Agente BDI Fuzzy. In: WORKSHOP-ESCOLA DE SISTEMAS DE AGENTES, SEUS AMBIENTES E APLICAÇÕES (WESAAC), 4. , 2010, Rio Grande/RS.
Anais [...].
Porto Alegre: Sociedade Brasileira de Computação,
2010
.
p. 147-150.
ISSN 2326-5434.
DOI: https://doi.org/10.5753/wesaac.2010.33064.
