I focus on the problems related to the rigorous derivation of the kinetic equations. More specifically, I worked on the derivation of the Boltzmann equation in domains with boundaries, or in the context of dissipative granular gases. This also led me to investigate questions of dynamical systems, in the context of hard sphere dynamics (elastic or inelastic).