I would like to thank in first place my supervisor Professor Bruno Souza Carmo for being supportive, for understanding my reasons when I couldn't make progress in the work, for having patience, for motivating me during the development of this work and for guiding me through it. I extend my thanks to my family and friends, specially my parents, my sister and my fiancee Rayra for understanding when I was not present because I needed to work on this project and for supporting me during this work. I also want to thank my friend Eduardo Katsuno for all the help and discussions along this work, The OpenFOAM Foundation and Dakota's team at Sandia for providing free and high quality software and also the OpenFOAM community from the forum CFD Online, which directly or indirectly helped me finding the solution to the issues that appeared. In addition, I extend my thanks to the STI team at University of São Paulo for helping me with HPC issues and for allowing me to use the HPC structure. Palavras-chave: Otimização de layout. Turbina eólica. Disco Atuador. Dinâmica dos fluidos computacional. Algoritmo genético.