Title :
Root homomorphic deconvolution schemes for speech processing in car noise environments
Author :
Alexandre, Patrice ; Boudy, Jérome ; Lockwood, Philip
Author_Institution :
Matra Communication, Bois D´´Arcy, France
Abstract :
The authors propose the use of a Root homomorphic approach instead of the classical Log in order to improve cepstral representation in noise. Recognition tests demonstrate the robustness of the Root-based analysis for noisy speech processing. It is shown that Root cepstral coefficients permit a heuristic extension of noise subtraction techniques into the cepstral domain. Finally, the authors extend their work to LP (linear prediction)-based cepstral analysis and show that the Root approach gives equivalent results when comparing direct (LFCC) and LP-based (LPCC) analysis schemes. A unified model is proposed, and it is concluded that both classical LPCC and LFCC analyses are suboptimal solutions of the authors´ more general scheme.<>
Keywords :
acoustic noise; automobiles; heuristic programming; speech recognition; Root homomorphic deconvolution schemes; car noise environments; cepstral representation; noise subtraction techniques; noisy speech processing; robustness; unified model;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 1993. ICASSP-93., 1993 IEEE International Conference on
Conference_Location :
Minneapolis, MN, USA
Print_ISBN :
0-7803-7402-9
DOI :
10.1109/ICASSP.1993.319240