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Presentation of the Main Metaheuristics.- Tabu Search.- The Evolutionary Algorithms.- Ant Colony Algorithms.- Some Other Metaheuristics.- Extensions.- Modeling Techniques and Methods Comparison.- Case Study No. 1: Optimization of UMTS Wireless Networks through Genetic Algorithms.- Case Study No. 2: Genetic Algorithms Applied to the Management of Air Traffic.- Case Study No. 3: Constraint Programming and Ant Colonies: Application to Vehicle Routing Problems.