Maxwell-Boltzmann statistics describes the distribution of particles in a gas that are in thermal equilibrium, accounting for the energies and velocities of particles. This statistical approach helps to understand how molecular motion varies with temperature and plays a crucial role in the thermodynamics of small systems and nanomaterials, particularly when dealing with non-ideal gases and quantum effects.