Open Access Open Access  Restricted Access Subscription Access

Speech Enhancement Using Neural Network


Affiliations
1 RGPV University, Bhopal, India
2 Department of Computer Science, All Saint`s College of Technology, Bhopal, India
 

This paper describes a neural network speech enhancement system using Multilayer Perceptron (MLP) network and trained using the back propagation algorithm (BPA). Speech enhancement is generally refers to map noisy speech into cleaner speech. Noisy speech signals are obtained by adding random noise to the clean signals .Speech enhancement is then performed on the noisy signals by using the ADALINE. Here we show that neural nets can be used to significantly boost recognition accuracy, without retraining the speech recognizer.

Keywords

Speech Processing, Adaptive Neural Network, MLP for Noise Reduction.
User
Notifications
Font Size

Abstract Views: 224

PDF Views: 1




  • Speech Enhancement Using Neural Network

Abstract Views: 224  |  PDF Views: 1

Authors

Syed Minhaj Ali
RGPV University, Bhopal, India
Bhavna Gupta
Department of Computer Science, All Saint`s College of Technology, Bhopal, India

Abstract


This paper describes a neural network speech enhancement system using Multilayer Perceptron (MLP) network and trained using the back propagation algorithm (BPA). Speech enhancement is generally refers to map noisy speech into cleaner speech. Noisy speech signals are obtained by adding random noise to the clean signals .Speech enhancement is then performed on the noisy signals by using the ADALINE. Here we show that neural nets can be used to significantly boost recognition accuracy, without retraining the speech recognizer.

Keywords


Speech Processing, Adaptive Neural Network, MLP for Noise Reduction.