Introduction
The techniques used to solve difficult combinatorial optimization problems have evolved from constructive algorithms to local search techniques, and finally to population-based algorithms. Population-based methods have become very popular. They provide good solutions since any constructive method can be used to generate the initial population, and any local search technique can be used to improve each solution in the population. But population-based methods have the additional advantage of being able to combine good solutions in order to get possibly better ones. The basic idea behind this way of doing is that good solutions often share parts with optimal solutions.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
References
Aydin, M.E., Fogarty, T.C.: Teams of asynchronous agents for job-shop scheduling problems: an experimental study. Journal of Intelligent Manufacturing 15(4), 455–462 (2004)
Baerentzen, L., Avila, P., Talukdar, S.: Learning Network Designs for Asynchronous Teams. In: MAAMAW, pp. 177–196 (1997)
Barbucha, D., Czarnowski, I., Jedrzejowicz, P., Ratajczak, E., Wierzbowska, I.: JADE-Based A-Team as a Tool for Implementing Population-Based Algorithms. In: Chen, Y., Abraham, A. (eds.) Intelligent Systems Design and Applications, IDSA, Jinan Shandong China, pp. 144–149. IEEE, Los Alamitos (2006)
Barbucha, D., Jedrzejowicz, P.: Multi-agent platform for solving the dynamic vehicle routing problem. In: Proc. 11th Int. IEEE Conference on Intelligent Transportation Systems, Beijing, pp. 517–522 (2008)
Barbucha, D., Jedrzejowicz, P.: An experimental investigation of the synergetic effect of multiple agents working together in the A-Team. System Science 34(2), 55–62 (2008)
Barbucha, D., Czarnowski, I., Jedrzejowicz, P., Ratajczak-Ropel, E., Wierzbowska, I.: An Implementation of the JADE-base A-Team Environment. International Transactions on Systems Science and Applications 3(4), 319–328 (2008)
Barbucha, D., Czarnowski, I., Jędrzejowicz, P., Ratajczak-Ropel, E., Wierzbowska, I.: Web accessible A-team middleware. In: Bubak, M., van Albada, G.D., Dongarra, J., Sloot, P.M.A. (eds.) ICCS 2008, Part III. LNCS, vol. 5103, pp. 624–633. Springer, Heidelberg (2008)
Barbucha, D.: Simulating Activities of the Transportation Company through Multi-Agent System Solving the Dynamic Vehicle Routing Problem. In: Hakansson, A., et al. (eds.) KES AMSTA 2009. LNCS (LNAI), vol. 5559, pp. 773–782. Springer, Heidelberg (2009)
Bellifemine, F., Caire, G., Poggi, A., Rimassa, G.: JADE. A White Paper, Exp. 3(3), 6–20 (2003)
Beni, G.: The concept of cellular robotic system. In: Proceedings of the 1988 IEEE International Symposium on Intelligent Control, pp. 57–62. IEEE Computer Society Press, Los Alamitos (1988)
Beni, G., Wang, J.: Swarm intelligence. In: Proceedings of the Seventh Annual Meeting of the Robotics Society of Japan, pp. 425–428. RSJ Press, Tokyo (1989)
Beni, G.S.: Hackwood: Stationary waves in cyclic swarms. In: Proceedings of the 1992 International Symposium on Intelligent Control, pp. 234–242. IEEE Computer Society Press, Los Alamitos (1992)
Blum, J., Eskandarian, A.: Enhancing Intelligent Agent Collaboration for Flow Optimization of Railroad Traffic. Transportation Research 36(10), 919–930 (2002)
Camponogara, E., Talukdar, S.: Designing communication networks for distributed control agents. European Journal of Operational Research 153, 544–563 (2004)
Chen, C.L., Talukda, S.N.: Causal Nets for Fault Diagnosis. In: 4th International Conference on Expert Systems Application to Power Systems, Melbourne, Australia, pp. 65–70 (1993)
Cheyer, A., Martin, D.: The open agent architecture. Journal of Autonomous Agents and Multi-Agent Systems 4(1), 1438 (2001)
Correa, R., Gomes, F.C., Oliveira, C., Pardalos, P.M.: A parallel implementation of an asynchronous team to the point-to-point connection problem. Parallel Computing 29, 447–466 (2003)
Craig, I.: Blackboard systems. Alex Publishing Co., Norwood (1995)
Czarnowski, I., Jedrzejowicz, P.: An agent-based approach to ANN training. Knowledge-Based Systems 19, 304–308 (2006)
Czarnowski, I., Jȩdrzejowicz, P.: An agent-based approach to the multiple-objective selection of reference vectors. In: Perner, P. (ed.) MLDM 2007. LNCS (LNAI), vol. 4571, pp. 117–130. Springer, Heidelberg (2007)
Czarnowski, I., Jedrzejowicz, P.: An Agent-Based Algorithm for Data Reduction. In: Bramer, M., et al. (eds.) Research and Development in Intelligent Systems XXIV, pp. 351–356. Springer, Heidelberg (2007)
Czarnowski, I., Jędrzejowicz, P., Wierzbowska, I.: An A-team approach to learning classifiers from distributed data sources. In: Nguyen, N.T., Jo, G.-S., Howlett, R.J., Jain, L.C. (eds.) KES-AMSTA 2008. LNCS (LNAI), vol. 4953, pp. 536–546. Springer, Heidelberg (2008)
Czarnowski, I., Jȩdrzejowicz, P.: Data reduction algorithm for machine learning and data mining. In: Nguyen, N.T., Borzemski, L., Grzech, A., Ali, M. (eds.) IEA/AIE 2008. LNCS (LNAI), vol. 5027, pp. 276–285. Springer, Heidelberg (2008)
Czarnowski, I., Jȩdrzejowicz, P.: A framework for adaptive and integrated classification. In: Rutkowski, L., Tadeusiewicz, R., Zadeh, L.A., Zurada, J.M. (eds.) ICAISC 2008. LNCS (LNAI), vol. 5097, pp. 522–532. Springer, Heidelberg (2008)
Czarnowski, I.: Distributed Data Reduction through Agent Collaboration. In: Hakansson, A., et al. (eds.) KES AMSTA 2009. LNCS (LNAI), vol. 5559, pp. 724–733. Springer, Heidelberg (2009)
Czarnowski, I., Jedrzejowicz, P., Wierzbowska, I.: A-Team Middleware on a Cluster. In: Hakansson, A., et al. (eds.) KES AMSTA 2009. LNCS (LNAI), vol. 5559, pp. 764–772. Springer, Heidelberg (2009)
Dreżewski, R.: A model of co-evolution in multi-agent system. In: Mařík, V., Müller, J.P., Pěchouček, M. (eds.) CEEMAS 2003. LNCS (LNAI), vol. 2691, pp. 314–323. Springer, Heidelberg (2003)
Far, B.H.: Modeling and implementation of software agents decision making. In: Proceedings of the Third IEEE International Conference on Cognitive Informatics, pp. 258–267 (2004)
Glover, F.: Tabu search and adaptive memory programming advances, applications and challenges. In: Barr, R.S., et al. (eds.) Advances in Metaheuristics, Optimization and Stochastic Modelling Technologies, pp. 1–75. Kluwer Academic Publishers, Boston (1997)
Goldberg, D.E.: Genetic Algorithms in Search, Optimization, and Machine Learning. Addison-Wesley, Reading (1989)
Gorti, S., Humair, R.D., Sriram, S.N., Talukdar, S.: Solving constraint satisfaction problems using A-Teams. Artificial Intelligence for Engineering Design, Analysis and Manufacturing 10, 1–19 (1996)
Jedrzejowicz, P.: Population learning algorithm and its applications. In: Olariu, S., Zomaya, A.Y. (eds.) Handbook of Bioinspired Algorithms and Applications, pp. 555–588. Chapman & Hall, Boca Raton (2006)
Jędrzejowicz, P., Wierzbowska, I.: JADE-based A-team environment. In: Alexandrov, V.N., van Albada, G.D., Sloot, P.M.A., Dongarra, J. (eds.) ICCS 2006. LNCS, vol. 3993, pp. 719–726. Springer, Heidelberg (2006)
Jedrzejowicz, J., Jedrzejowicz, P.: An investigation of agent-based hybrid approach to solve flowshop and job-shop scheduling problems. In: Apolloni, B., Howlett, R.J., Jain, L. (eds.) KES 2007, Part I. LNCS (LNAI), vol. 4692, pp. 172–179. Springer, Heidelberg (2007)
Jędrzejowicz, P., Ratajczak-Ropel, E.: Agent-based approach to solving the resource constrained project scheduling problem. In: Beliczynski, B., Dzielinski, A., Iwanowski, M., Ribeiro, B. (eds.) ICANNGA 2007. LNCS, vol. 4431, pp. 480–487. Springer, Heidelberg (2007)
Jederzejowicz, P., Ratajczak-Ropel, E.: Solving the RCPSP/max Problem by the Team of Agents. In: Hakansson, A., et al. (eds.) KES AMSTA 2009. LNCS (LNAI), vol. 5559, pp. 734–743. Springer, Heidelberg (2009)
Jennings, N., Sycara, K., Wooldridge, M.: A roadmap of agent research and development. Autonomous Agent and Multi-Agent Systems 1, 7–38 (1998)
Kao, J.H., Hemmerle, J.S., Prinz, F.B.: Collision avoidance using asynchronous teams. In: 1996 IEEE International Conference on Robotics and Automation, vol. 2, pp. 1093–1100 (1996)
Kisiel-Dorohinicki, M.: Agent-oriented model of simulated evolution. In: Grosky, W.I., Plášil, F. (eds.) SOFSEM 2002. LNCS, vol. 2540, pp. 253–261. Springer, Heidelberg (2002)
Koubarakis, M.: Multi-agent systems and peer-to-peer computing: Methods, systems, and challenges. In: Klusch, M., Omicini, A., Ossowski, S., Laamanen, H. (eds.) CIA 2003. LNCS (LNAI), vol. 2782, pp. 46–61. Springer, Heidelberg (2003)
Lesser, R.: Cooperative Multiagent Systems: A Personal View of the State of the Art. IEEE Transactions on Knowledge and Data Engineering 11(1), 133–142 (1999)
Meneses, C.N., Pardalos, P.M., Ragle, M.: Asynchronous Teams for probe selection problems. Discrete Optimization 5, 74–87 (2008)
Murthy, S., Rachlin, J., Akkiraju, R., Wu, F.: Agent-Based Cooperative Scheduling. In: Charniak, E.C. (ed.) Constraints and Agents, AAAI-1997, pp. 112–117 (1997)
Müller, J.P.: The right agent (Architecture) to do the right thing. In: Rao, A.S., Singh, M.P., Müller, J.P. (eds.) ATAL 1998. LNCS (LNAI), vol. 1555, pp. 211–225. Springer, Heidelberg (1999)
Liau, C.J.: Belief, information acquisition, and trust in multi-agent systems - A modal logic formulation. Artificial Intelligence 149(1), 31–60 (2003)
Olariu, S., Zomaya, A.Y. (eds.): Handbook of Bioinspired Algorithms and Applications. Chapman & Hall, Boca Raton (2006)
Paredis, J.: Coevolutionary computation. Artificial Life 2(4), 355–375 (1995)
Potter, M.A., De Jong, K.A.: Cooperative coevolution: An architecture for evolving coadapted subcomponents. Evolutionary Computation 8(1), 1–29 (2000)
Rabak, C.S., Sichman, J.S.: Using A-Teams to optimize automatic insertion of electronic components. Advanced Engineering Informatics 17, 95–106 (2003)
Rachlin, J., Goodwin, R., Murthy, S., Akkiraju, R., Wu, F., Kumaran, S., Das, R.: A-teams: An agent architecture for optimization and decision-support. In: Rao, A.S., Singh, M.P., Müller, J.P. (eds.) ATAL 1998. LNCS (LNAI), vol. 1555, pp. 261–276. Springer, Heidelberg (1999)
Taillard, E.D., Gambardella, L.M., Gendreau, M., Potvin, J.-Y.: Adaptive memory programming: A unified view of metaheuristics. European Journal of Operational Research 135, 1–16 (2001)
Talukdar, S.N., Pyo, S.S., Giras, T.: Asynchronous Procedures for Parallel Processing. IEEE Trans. on PAS 102(11), 3652–3659 (1983)
Talukdar, S.N., de Souza, P.S.W.: Scale Efficient Organizations. In: Proc. 1992 IEEE International Conference on Systems, Man, and Cybernetics, Chicago, Il, pp. 1458–1463 (1992)
Talukdar, S.N., de Souza, P., Murthy, S.: Organizations for Computer-Based Agents. Engineering Intelligent Systems 1(2), 56–69 (1993)
Talukdar, S.N., Ramesh, V.C.: A muti-agent technique for contingency constrained optimal power flows. IEEE Transactions on Power Systems 9(2), 855–861 (1994)
Talukdar, S., Baerentzen, L., Gove, A., de Souza, P.: Asynchronous teams: cooperation schemes for autonomous agents. Journal of Heuristics 4(4), 295–332 (1998)
Talukdar, S.N.: Collaboration rules for autonomous software agents. Decision Support Systems 24, 269–278 (1999)
Tweedale, J., Ichalkaranje, N., Sioutis, C., Jarvis, B., Consoli, A., Phillips-Wren, G.E.: Innovations in multi-agent systems. Journal of Network and Computer Applications 30(3), 1089–1115 (2007)
Vahidov, R., Fazlollahi, B.: Pluralistic multi-agent decision support system: a framework and an empirical test. Information & Management 41, 883–898 (2004)
Yang, H., Zhang, C.: Definition and application of a comprehensive framework for distributed problem solving. In: Distributed Artificial Intelligence, Architecture and Modeling, First Australian Workshop on DAI, Canberra, pp. 1–16 (1995)
Zhang, C.: Cooperation under uncertainty in distributed expert systems. Artificial Intelligence 56, 21–69 (1992)
Zhu, Q.: Topologies of agents interactions in knowledge intensive multi-agent systems for networked information services. Advanced Engineering Informatics 20, 31–45 (2006)
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2009 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Jȩdrzejowicz, P. (2009). A-Teams and Their Applications. In: Nguyen, N.T., Kowalczyk, R., Chen, SM. (eds) Computational Collective Intelligence. Semantic Web, Social Networks and Multiagent Systems. ICCCI 2009. Lecture Notes in Computer Science(), vol 5796. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-04441-0_3
Download citation
DOI: https://doi.org/10.1007/978-3-642-04441-0_3
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-642-04440-3
Online ISBN: 978-3-642-04441-0
eBook Packages: Computer ScienceComputer Science (R0)