The Use of Deep Learning in Speech Enhancement

Journal Title: Annals of Computer Science and Information Systems - Year 2018, Vol 14, Issue

Abstract

Deep learning is an emerging area in current scenario. Mostly, Convolutional Neural Network (CNN) and Deep Belief Network (DBN) are used as the model in deep learning. It is termed as Deep Neural Network (DNN). The use of DNN is widely spread in many applications, exclusively for detection and classification purpose. In this paper, authors have used the same network for signal enhancement purpose. Speech is considered for the input signal with noise. The model of DNN is used with two layers. It has been compared with the ADALINE model to prove its efficacy.

Authors and Affiliations

Rashmirekha Ram, Mihir Narayan Mohanty

Keywords

Related Articles

An ensemble of Deep Convolutional Neural Networks for Marking Hair Follicles on Microscopic Images

This paper presents an application of a Convolutional Neural Network as a solution for a task associated with ESENSEI Challenge: Marking Hair Follicles on Microscopic Images. As we show in this paper quality of classific...

Real Time Risk Monitoring in Fine-art with IoT Technology

This work presents a bespoke system used to monitor inter-modal logistics within the fine arts industry. A custom IoT architecture provides end-to-end capabilities allowing continuous risk assessment during storage, hand...

Data Compression Measures for Meta-Learning Systems

An important issue in building predictive models is the ability to quickly assess various aspects of the achievable performance of the model to know what outcome we can expect and how to optimally build the model. As ins...

Challenges in Causal Inference from Personal Monitoring Devices

Personal Monitoring Devices (PMDs) collect im- mense amount of data about health and wellness of hundreds of millions of people. One of the obstacles of the prevailing data analytics approaches to PMDs' data is limited v...

Evolution of the BPM Lifecycle

The process lifecycle systematizes the method of implementing and managing business processes in the organization. Due to changes in the social culture and the availability of technologies, the process lifecycle are also...

Download PDF file
  • EP ID EP569727
  • DOI 10.15439/2017KM40
  • Views 40
  • Downloads 0

How To Cite

Rashmirekha Ram, Mihir Narayan Mohanty (2018). The Use of Deep Learning in Speech Enhancement. Annals of Computer Science and Information Systems, 14(), 107-111. https://europub.co.uk/articles/-A-569727