Title :
Emotion interactive robot focus on speaker independently emotion recognition
Author :
Kim, Eun Ho ; Hyun, Kyung Hak ; Kim, Soo Hyun ; Kwak, Yoon Keun
Author_Institution :
Korea Adv. Inst. of Sci. & Technol., Daejeon
Abstract :
This paper descries the realization of emotional interaction for thinking robot (T-ROT), especially focus on speech emotion recognition. In the field of speech emotion recognition, most researchers work in a speaker dependent mode. However, the speaker independent system is needed for commercial use. Hence, in this paper, a new feature, ratio of a spectral flatness measure to a spectral center (RSS) with a small variation in speakers in terms of constructing a speaker independent system is proposed. Using the Mel frequency cepstral coefficients and RSS, an average recognition rate of 59.0(plusmn 6.6) % at 90% confidence interval is achieved in a speaker independent and gender dependent mode.
Keywords :
cepstral analysis; emotion recognition; interactive systems; man-machine systems; robots; speaker recognition; Mel frequency cepstral coefficient; emotion interactive robot; speaker independent system; spectral flatness measure; speech emotion recognition; thinking robot; Acoustic sensors; Emotion recognition; Feedback; Humans; Manipulators; Mechanical engineering; Noise robustness; Robot sensing systems; Spatial databases; Speech recognition;
Conference_Titel :
Advanced intelligent mechatronics, 2007 IEEE/ASME international conference on
Conference_Location :
Zurich
Print_ISBN :
978-1-4244-1263-1
Electronic_ISBN :
978-1-4244-1264-8
DOI :
10.1109/AIM.2007.4412451