In this report, we present the numerical solution of four optimization problems by Genetic Algorithms (GAs). The test-cases involve two single-object- ive and two multi-objective optimization problems. In all four cases, the analytical functions to be optimized present a large number of local optima and the GA is demonstrated to be the most adequate optimizer. These four test-cases are part of the database developed within the INGENET European thematic network.