A Study of Noise Estimation of Forward and Backward MCRA for Speech Enhancement
碩士 === 南台科技大學 === 電機工程系 === 99 === Hearing impaired will affect communication abilities, cognition and personal connection, digital hearing aids can help a user with hearing impairment to use residual hearing. The digital hearing aids have high flexibility in fittings, hearing loss compensation modu...
Main Authors: | , |
---|---|
Other Authors: | |
Format: | Others |
Language: | zh-TW |
Published: |
100
|
Online Access: | http://ndltd.ncl.edu.tw/handle/76319478965330966833 |
id |
ndltd-TW-099STUT8442044 |
---|---|
record_format |
oai_dc |
spelling |
ndltd-TW-099STUT84420442016-11-22T04:13:40Z http://ndltd.ncl.edu.tw/handle/76319478965330966833 A Study of Noise Estimation of Forward and Backward MCRA for Speech Enhancement 正向反向最小控制遞迴平均雜訊預估於語音增強之研究 Chien-Pei Hung 洪千焙 碩士 南台科技大學 電機工程系 99 Hearing impaired will affect communication abilities, cognition and personal connection, digital hearing aids can help a user with hearing impairment to use residual hearing. The digital hearing aids have high flexibility in fittings, hearing loss compensation modulate easily, and wide dynamic range compression. In the noise environment, speech and noise are be modified simultaneously, that can’t avoid the interference of noise and hinder on communications. Therefore, the noise suppression can effectively improve the performance of digital hearing aids. In this paper, using speech enhancement technique to suppress noise components, the noise is estimated by minima controlled recursive averaging, based on area minimum that have estimate delay problem on rapid increase noise, we propose a backward minima controlled recursive averaging method to increase the performance of non-stationary noise estimation. We adopt minimum mean-square-error based log-spectral amplitude estimator to obtain the gain function. Finally, we use harmonic regeneration approach to restore suppressed speech components. The experimental results show that we proposed method can efficient increase abilities of noise estimation in non-stationary noise environment and to further promote the speech intelligibility. Yeou-Jiunn Chen 陳有圳 100 學位論文 ; thesis 71 zh-TW |
collection |
NDLTD |
language |
zh-TW |
format |
Others
|
sources |
NDLTD |
description |
碩士 === 南台科技大學 === 電機工程系 === 99 === Hearing impaired will affect communication abilities, cognition and personal connection, digital hearing aids can help a user with hearing impairment to use residual hearing. The digital hearing aids have high flexibility in fittings, hearing loss compensation modulate easily, and wide dynamic range compression. In the noise environment, speech and noise are be modified simultaneously, that can’t avoid the interference of noise and hinder on communications. Therefore, the noise suppression can effectively improve the performance of digital hearing aids. In this paper, using speech enhancement technique to suppress noise components, the noise is estimated by minima controlled recursive averaging, based on area minimum that have estimate delay problem on rapid increase noise, we propose a backward minima controlled recursive averaging method to increase the performance of non-stationary noise estimation. We adopt minimum mean-square-error based log-spectral amplitude estimator to obtain the gain function. Finally, we use harmonic regeneration approach to restore suppressed speech components. The experimental results show that we proposed method can efficient increase abilities of noise estimation in non-stationary noise environment and to further promote the speech intelligibility.
|
author2 |
Yeou-Jiunn Chen |
author_facet |
Yeou-Jiunn Chen Chien-Pei Hung 洪千焙 |
author |
Chien-Pei Hung 洪千焙 |
spellingShingle |
Chien-Pei Hung 洪千焙 A Study of Noise Estimation of Forward and Backward MCRA for Speech Enhancement |
author_sort |
Chien-Pei Hung |
title |
A Study of Noise Estimation of Forward and Backward MCRA for Speech Enhancement |
title_short |
A Study of Noise Estimation of Forward and Backward MCRA for Speech Enhancement |
title_full |
A Study of Noise Estimation of Forward and Backward MCRA for Speech Enhancement |
title_fullStr |
A Study of Noise Estimation of Forward and Backward MCRA for Speech Enhancement |
title_full_unstemmed |
A Study of Noise Estimation of Forward and Backward MCRA for Speech Enhancement |
title_sort |
study of noise estimation of forward and backward mcra for speech enhancement |
publishDate |
100 |
url |
http://ndltd.ncl.edu.tw/handle/76319478965330966833 |
work_keys_str_mv |
AT chienpeihung astudyofnoiseestimationofforwardandbackwardmcraforspeechenhancement AT hóngqiānbèi astudyofnoiseestimationofforwardandbackwardmcraforspeechenhancement AT chienpeihung zhèngxiàngfǎnxiàngzuìxiǎokòngzhìdìhuípíngjūnzáxùnyùgūyúyǔyīnzēngqiángzhīyánjiū AT hóngqiānbèi zhèngxiàngfǎnxiàngzuìxiǎokòngzhìdìhuípíngjūnzáxùnyùgūyúyǔyīnzēngqiángzhīyánjiū AT chienpeihung studyofnoiseestimationofforwardandbackwardmcraforspeechenhancement AT hóngqiānbèi studyofnoiseestimationofforwardandbackwardmcraforspeechenhancement |
_version_ |
1718397630448402432 |