DocumentCode
2229253
Title
Research on the algorithm of communication network speech enhancement based on BP neural network
Author
Yongjun, Peng ; Huanyu, Xiong ; Xi, Guo ; Hao, Liu ; Jianjin, Zou
Author_Institution
Commun. Command Acad. of PLA, China
Volume
3
fYear
2010
fDate
20-22 Aug. 2010
Abstract
Speech is one of the best natural and convenient intercommunication manners among humankind. Nowadays, speech processing technologies have been broadly used in many applied fields. In this paper, the main research focus is on the study of speech enhancement and separation, which is one of the key technologies when we try to put the speech processing into reality. Firstly, we introduce speech single as well as the neural network elementary theory and propose based on the BP neural network speech enhancement system modeling method. Secondly, we integrate voice feature extraction and summarize the speech cepstrum and noise cepstrum valuation for neural network training and learning in order to eliminate the noise. Finally, the experiment proved this method surpass traditional the speech enhancement algorithm. The simulation result shows that this speech enhancement system design method can save the running time and the effect is good.
Keywords
backpropagation; feature extraction; interference suppression; neural nets; speech enhancement; BP neural network; communication network speech enhancement; neural network elementary theory; neural network training; noise cepstrum; noise elimination; speech cepstrum; speech processing technology; voice feature extraction; Adaptation model; Artificial neural networks; Computational modeling; Convergence; Noise; Noise measurement; algorithm research; cepstrum coefficient; neural network; speech enhancement;
fLanguage
English
Publisher
ieee
Conference_Titel
Advanced Computer Theory and Engineering (ICACTE), 2010 3rd International Conference on
Conference_Location
Chengdu
ISSN
2154-7491
Print_ISBN
978-1-4244-6539-2
Type
conf
DOI
10.1109/ICACTE.2010.5579579
Filename
5579579
Link To Document