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The purpose of this study is to investigate how humans interpret musicalscores expressively, and then design machines that sing like humans. Weconsider six factors that have a strong influence on the expression of humansinging. The factors are related to the acoustic, phonetic, and musicalfeatures of a real singing signal. Given real singing voices recorded followingthe MIDI scores and lyrics, our analysis module can extract the expressionparameters from the real singing signals semi-automatically. The expressionparameters are used to control the singing voice synthesis (SVS) system forMandarin Chinese, which is based on the harmonic plus noise model (HNM). Theresults of perceptual experiments show that integrating the expression factorsinto the SVS system yields a notable improvement in perceptual naturalness,clearness, and expressiveness. By one-to-one mapping of the real singing signaland expression controls to the synthesizer, our SVS system can simulate theinterpretation of a real singer with the timbre of a speaker.

Mandarin Singing Voice Synthesis Based on Harmonic Plus Noise Model and Singing Expression Analysis