In this thesis we address and solve several concrete problems of control of multi-agent systems under multiple inter-agent constraints. Some of our contributions address problems of consensus for linear systems (primarily integrators of any order) and others solve concrete relevant problems involving nonlinear models, such as nonholonomic vehicles or thrust-propelled underactuated unmanned autonomous vehicles, and considering nonlinear interconnections. Thus, the control problems that we address and their formulation stem from the realm of robotics and more particularly, of control of cooperative autonomous vehicles, both terrestrial and aerial. Concerning first- and second-order integrators, the originality of this work consists in develop...