In this doctoral thesis, presented as a compendium of articles, various mathematical tools are developed to process signals from real problems. These techniques are based on Harten's multi-resolution framework and subdivision schemes theory. This compendium includes works about the design of new nonlinear subdivision schemes and applications in Analytical Chemistry, in Optimization and in the design of racing sailboats, among others.... [Leer más...]