An algorithm for segmentation of voiced parts of speech waveforms into the segments, each of them corresponding to one pitch period, is described in the paper. The algorithm is based on the similarity of adjacent pitch period segments, and the dynamic time warping procedure is used for the similarity evaluation. Attention is also paid to the proper starting point selection, which will assure that the segmentation will be synchronized across all segmented waveforms.