New thermal effects observed in semiconductor nanomaterials will be discussed here: phonon focusing, confinement, interference and percolation as well hydrodynamic heat transport. Using atomistic simulations, it is possible to obtain exotic thermal phenomena beyond Fourier, which in long-term they could be useful for thermal management applications.