We are building a knowledge-based phoneme recognition system. After a short introduction to the system, and a discussion of some theoretical motivations, we present some results from the first stage: the recognition of the voiceless plosive class and the voiceless fricative class. Keywords: speech recognition, acoustic phonetic knowledge