Introductive bibliography to metaheuristics for difficult optimization
par
nojhan le 22 juillet 2003
If you need only one reference, this is (of course, because I’m one of the authors) this one :
Dréo, J. ; Petrowski, A. ; Taillard, E. ; Siarry, P. ;
Metaheuristics for Hard Optimization
Methods and Case Studies, Springer, 2006, XII, 369 p., 140 illus., Hardcover.
ISBN : 3-540-23022-X
(version originale en français)
General
Books :
- Glover, F. W. ; Kochenberger, G. A. ; 2003 :
Handbook of Metaheuristics, Kluwer Academic Publishers, International series in operations research and management science, Boston Hardbound.
- Teghem, J. ; Pirlot, M. ; 2002 :
Optimisation approchée en recherche opérationnelle. Recherches locales, réseaux neuronaux et satisfaction de contraintes, Hermès.
- Pham, D.T. ; Karaboga, D. ; 2000 :
Intelligent optimisation techniques. Genetic Algorithms, Tabu Search, Simulated Annealing and Neural Networks, Springer.
- Saït, S.M. ; Youssef, H. ; 1999 :
Iterative computer algorithms with applications in engineering, IEEE Computer Society Press.
- Reeves, C.R., 1995 :
Modern Heuristic Techniques for Combinatorial Problems, Mc Graw-Hill, Advances topics in computer science.
Algorithms
Simulated Annealing
Books :
- Siarry, P. ; Dreyfus, G. ; 1989 :
La méthode du recuit simulé : théorie et applications, ESPCI — IDSET, 10 rue Vauquelin, 75005 Paris.
Tabu Search
Books :
- Glover, F. ; Laguna, M. ; 1997 :
Tabu search, Kluwer Academic Publishers, Dordrecht.
Articles :
- Glover, F. ; 1989 :
Tabu search --- part I, ORSA Journal on Computing, vol. 1, 190—206. - Glover, F. ; 1990 :
Tabu search --- part II, ORSA Journal on Computing, vol. 2, 4—32.
Evolutionary Algorithms (aka Genetic Algorithm)
Books :
- Baeck, T. ; Fogel, D. B. ; Michalewicz, Z. ; 2000 :
Evolutionary computation 1 : basic algorithms and operators, Institute of Physics Publishing. - Baeck, T. ; Fogel, D. B. ; Michalewicz, Z. ; 2000 :
Evolutionary computation 2 : advanced algorithms and operators, Institute of Physics Publishing.
- Goldberg, D. E. ; 1994 :
Algorithmes génétiques. exploration, optimisation et apprentissage automatique, Addison-Wesley France.
- Koza, J. R. ; 1992 :
Genetic programming I : on the programming of computers by means of natural selection, MIT Press. - Koza, J. R. ; 1994 :
Genetic programming II : automatic discovery of reusable programs, MIT Press.
Ant Colony Algorithms :
Books :
- Bonabeau, E. ; Dorigo, M. ; Theraulaz, G. ; 1999 :
Swarm Intelligence, From Natural to Artificial Systems, Oxford University Press.
Greedy Randomized Adaptive Search Procedure (GRASP)
Tech Reports :
- Resende, M.G.C. ; 2000 :
Greedy randomized adaptive search procedures (GRASP), AT&T Labs-Research, TR 98.41.1.
Partical Swarm Optimization
Books :
- Eberhart, R.C. ; Kennedy, J. ; Shi, Y. ; 2001 :
Swarm Intelligence, Morgan Kaufmann, Evolutionnary Computation.
Estimation of Distribution Algorithms
Books :
- Larranaga, P. ; Lozano, J.A. ; 2002 :
Estimation of Distribution Algorithms, A New Tool for Evolutionnary Computation, Kluwer Academic Publishers, Genetic Algorithms and Evolutionnary Computation.
Related Topics
Multi-Objective Optimization
Books :
- Collette, Y. ; Siarry, P. ; 2002 :
Optimisation multiobjectif, Eyrolles.
- Deb, K. ; 2001 :
Multi-objective optimization using evolutionary algorithms, John Wiley and sons.
Constrainted Optimization
Books :
- Michalewicz, Z. ; 1996 :
Genetic algorithms + data structures = evolution programs, Springer Verlag, troisième édition révisée.
Self-Organization :
Books :
- Camazine, S. ; Deneubourg, J.L. ; Franks, N. ; Sneyd, J. ; Theraulaz, G. ; Bonabeau, E. ; 2000 :
Self-Organization in Biological Systems, Princeton University Press.
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