An apparatus and method of reconstructing a linear prediction synthesis filter excitation signal, by: receiving a signal representative of output from a linear prediction synthesis filter, producing therefrom a deterministic signal comprising a magnitude spectrum (50) and a phase spectrum (52); and producing (54) the reconstructed excitation signal from the deterministic signal and a noise signal.