Computação Evolucionária

Prof. Heitor Silvério Lopes


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Bibliografia

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Básica (disponíveis na biblioteca ou com o professor):
  1. Goldberg, D.E., Genetic Algorithms in Search, Optimization and Machine Learning. Reading: Addison-Wesley, 1989
  2. Koza, J.R., Genetic Programming: on the programming of computers by means of natural selection. Cambridge: MIT Press, 1992.
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Complementar (livros disponíveis com o professor):
  1. Meta-Heurísticas em Pesquisa Operacional (2013), por H.S. Lopes, L.C.A. Rodrigues, M.T.A. Steiner (Eds.)
  2. Computação Evolucionária em Problemas de Engenharia (2011), por H.S. Lopes e R.H.C. Takahashi (Eds.)
  3. Ashlock, D. Evolutionary Computation for Modeling and Optimization. New York: Springer Science, 2006.
  4. Bäck, T., Fogel, D.B., Michalewicz, Z. Evolutionary Computation. Bristok, UK: IOP Publishing, 2000, vol 1., vol 2.
  5. Bahnzaf, W., Nordin, P, Keller, R.E., Francone, F.D. Genetic Programming: on the Evolution of Computer Programs and Its Applications. Morgan Kauffmann, 1998.
  6. Buckles, B.P., Petry, F.E. (Eds.) Genetic Algorithms. Los Alamitos: IEEE Computer Society Press, 1992.
  7. Dasgupta, D., Michalewicz, Z. (Eds.) Evolutionary Algorithms in Engineering Applications. Berlin: Springer-Verlag, 1997.
  8. Davis, L. Handbook of Genetic Algorithms. New York: Van Nostrand Reinhold, 1991.
  9. Dorigo, M., Stützle, T. Ant Colony Optimization. Cambridge: The MIT Press, 2004.
  10. Eberhart, R.C., Shi, Y., Kennedy, J. Swarm Intelligence. Morgan Kaufmann, 2001.
  11. Falkenauer, E. Genetic Algorithms and Grouping Problems. Chichester: John Wiley & Sons, 1998.
  12. Feoktistov, V. Differential Evolution - in search of solutions. New York: Springer, 2006.
  13. Fogel, D.B. Evolutionary Computation - Principles and Practice for Signal Processing. Bellingham: SPIE Press, 2000.
  14. Haupt, R.L., Haupt, S.E. Practical Genetic Algorithms. New York: John Wiley, 2004.
  15. Koza, J.R. Genetic Programming II. Cambridge: MIT Press, 1994.
  16. Koza, J.R., Bennett III, F.H., Andre, D., Keane, M.A. Genetic Programming III: Darwinian invention and problem solving. Morgan Kaufmann, 1999.
  17. Kennedy, J., Eberhart, R.C. Swarm Intelligence. San Francisco: Morgan Kaufmann, 2001.
  18. Ladd, S.R. Genetic Algorithms in C++. New York: M&T Books, 1996.
  19. Man, K.F, Tang, K.S., Kwong, S. Genetic Algorithms in Control and Signal Processing. London: Springer-Verlag, 1999.
  20. Menon, A. (Ed.) Frontiers of Evolutionary Computation. Doordrecht: Kluwer Academic, 2004.
  21. Michalewicz, Z. Genetic Algorithms + Data Structures = Evolution Programs. 3rd ed., Heidelberg: Springer-Verlag, 1996.
  22. Mitchell, M. An Introduction to Genetic Algorithms. Cambridge: MIT Press, 1996
  23. O´Reilly, U-M., Yu, T., Riolo, R., Worzel, B. Genetic Programming Theory and Practice II. Boston: Springer Science, 2005.
  24. Poli, R., Langdon, W.B., McPhee, N.F. A field Guide to Genetic Progamming. Raleigh, USA: Lulu.com, 2008.
  25. Price, K.V., Storm, R.M., Lampinen, J.A. Differential Evolution - A practical approach to global optimization. Heidelberg: Springer-Verlag, 2005.
  26. Sanchez, E., Shibata, T., Zadeh, L.A. Genetic Algorithms and Fuzzy Logic Systems. Singapore: World Scientific, 1997.
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Artigos:
  1. Bäck, T., Hammel, U., Schwefel, H.P. Evolutionary computation: comments on the history and current state. IEEE Transactions on Evolutionary Computation, v. 1, n. 1, p. 3-17, 1997.
  2. Tanomaru, J. Motivação, fundamentos e aplicações de algoritmos genéticos. In: II Congresso Brasileiro de Redes Neurais, Anais..., Curitiba, 20/10-01/11/1995, [s.p.]. obs: 17 Mbytes !
  3. Silva, A.P.A. Tutorial genetic algorithms. Learning and Nonlinear Models, v. 1, n. 1, p. 45-60, 2002.
  4. Lopes, H.S. Algoritmos genéticos em projetos de engenharia: aplicações e perspectivas futuras. In: IV Simpósio Brasileiro de Automação Inteligente, Anais..., São Paulo, 08-10/09/1999, p. 64-74, 1999.
  5. Hoffmeister, F., Bäck, T. Genetic algorithms and evolution strategies: similarities and differences. In: Proceedings of 1st Workshop Parallel Problem Solving from Nature - PPSN, Dortmund, Germany, p. 455-469, 1990.
  6. Krasnogor N. Memetic algorithms. Tutorial at 7th International Conference on Parallel Problem Solving from Nature (PPSN VII), Granada, Spain, sept. 2002.
  7. Bäck, T., Hoffmeister, F. Extended selection mechanisms in genetic algorithms. In: Proceedings of IV International Conference on Genetic Algorithms - ICGA, San Diego, USA, p. 92-99, 1991.
  8. Beasley, D., Bull, D.R., Martin, R.R., An Overview of Genetic Algortihms: Part 2, Research Topics. University Computing, v. 15, n. 4, p. 170-181, 1993.
  9. Cantú-Paz, E., A survey of parallel genetic algorithms. IlliGAL Technical Report 97003, 1997.
  10. Dolin, B., Merello, J.J. Resource review: a web-based tour of genetic programming. Genetic Programming and Evolvable Machines, v. 3, p. 311-313, 2002.
  11. Dorigo, M., Di Caro, G., Gambardella, L.M. Ant algorithms for discrete optimization. Arfificial Life, v. 5, n. 3, p. 137-172, 1999.
  12. Dorigo, M., Maniezzo, V., Colorni, A. The ant system: optimization by a colony of cooperating agents. IEEE Transactions on Systems, Man and Cybernetics -  Part B, v. 26, n. 1, p. 29-41, 1996.
  13. Castro, L.N., von Zuben, F.J. Artificial imunne systems: part I - basic theory and applications. Technical Report TR-DCA 01/99,  Universidade Estadual de Campinas, 1999, 49p.
  14. Castro, L.N., von Zuben, F.J. Artificial imunne systems: part II - a survey of applications. Technical Report TR-DCA 02/00,  Universidade Estadual de Campinas, 2000, 65p.
  15. Eberhart, R.C., Shi, Y. Particle swarm optimization: developments, applications and resources. Proceedings of the  Congress on Evolutionary Computation (CEC2001), Seul, Korea, v.1, p. 81-86, 2001.
  16. Eberhart, R. C. and Shi, Y. Comparison between genetic algorithms and particle swarm optimization, Evolutionary Programming VII: Proceedings of the Seventh Annual Conference on Evolutionary Programming, San Diego, CA., 1998.
  
 
 

Tel: 0xx41 3310-4694 Prof. Heitor S. Lopes
e-mails.: hslopes _AT_ utfpr _DOT_ edu _DOT_ br
Última atualização: 07 março, 2017.