Many people and institutions have contributed for this work development and I will use this space to mention and thank all of them. First I want to thank my advisor Rafael Martinelli, for all the knowledge, support and friendship he gave me through all this thesis development, spending many hours in discussions and suggestions for the improvement of this work. Silvio Hamacher who, together with Rafael Martinelli, proposed to me this thesis theme and invited me to work at Tecgraf Institute, where I learn very much everyday and flourished the knowledge described in this work. My coadvisor Arild Hoff and professor Irina Gribkovskaia, who received me in Norway, at Molde University College, where I learned a lot, and helped me to improve my skills and this thesis text. I want to thank all my colleagues in Tecgraf, who inspire me every day, creating a motivating working environment, helping me to evolve as student and human being. Some of these colleagues have direct contribution on this study and I must cite them here. Gabriela Ribas and Pedro Lobato, who coordinate the project I am inserted, intimately related to this thesis development, Victor Abu and Janaina Marchesi, who have taught me many skills in optimization methods and programming, being crucial for this thesis evolution, Iuri Santos, Luana Carrilho and Rachel Ventriglia, who also help me to improve as a researcher. I must thank my family,
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