A MEASUREMENT OF HUMAN VOCAL EMOTION
USING FUZZY CONTROL
ABSTRACT
In this paper, we propose the system that measures the degree of the
specific emotions on speech.
The past studies investigating the relationship between physical
parameters and emotions are based on the assumption that they have
linearlity and are able to be treated separately.
In practice, however, man captures some vocal physical changes
synthetically and then makes evaluation with plural emotional elements
at a time.
Fuzzy control seems to be suitable engineering method to modeling
such an object.
For the input of physical changes from the neutral state on speech,
each degree of anger, sorrow, amazed and fear communicated by the speech
is output.
The system is independent on personalities and words because it treates
emotions perceived by listeners and physical parameters are relative to
neutral speech.
Fuzzy inference rules and the shape of the input membership functions
are optimized dependent on speeches that include specific emotion.
It is shown that the system is equivalent to subjects with respect to
measurement of emotional content on speech and the validity of the model
is confirmed.
DEMO APPEARANCE
REFERENCES
- Tsuyoshi MORIYAMA, Satoshi MACHII, Hwang JUNGYUN, Shinji OZAWA
``A Measurement of Human Vocal Emotion using Fuzzy Control'',
IEICE, A-304(1994-03)
- Tsuyoshi MORIYAMA, Shinji OZAWA
``A Measurement of Human Vocal Emotion using Fuzzy Control'',
Journal of IEICE D-II,
Vol.J82-D-II, No.10, pp.1710-1720, October 1999.
Tsuyoshi Moriyama Home Page
Sakauchi Laboratory Home Page
E-mail:
tmoriyam@cs.cmu.edu