Channel compensation of speaker identification based on maximum a posteriori
To solve the effect of channel changes on the performance of speaker identification system , apply the method of maximum a posteriori to specific channel compensation.First, setup a standard channel, then, use the distribution of deviation of other channel and standard channel as experience knowledg...
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Format: | Article |
Language: | zho |
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Editorial Department of Journal on Communications
2009-01-01
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Series: | Tongxin xuebao |
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Online Access: | http://www.joconline.com.cn/zh/article/74654290/ |
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author | GAO Rong-chun HAN Ji-qing ZHANG Lei |
author_facet | GAO Rong-chun HAN Ji-qing ZHANG Lei |
author_sort | GAO Rong-chun |
collection | DOAJ |
description | To solve the effect of channel changes on the performance of speaker identification system , apply the method of maximum a posteriori to specific channel compensation.First, setup a standard channel, then, use the distribution of deviation of other channel and standard channel as experience knowledge, and obtain the deviation of current channel by a few adaptive data, use these deviations to adjust the characteristic to gain the goal of compensation.The results show that adaptive data in 1s, it has a discrimination of 89.1%, above the method of cepstrum average reduction by 4.2%,with the increasing of self-adaptive, the performance of this system can be improved. |
format | Article |
id | doaj-art-5c4f30aa98954b358feb0f81f278d3e4 |
institution | Kabale University |
issn | 1000-436X |
language | zho |
publishDate | 2009-01-01 |
publisher | Editorial Department of Journal on Communications |
record_format | Article |
series | Tongxin xuebao |
spelling | doaj-art-5c4f30aa98954b358feb0f81f278d3e42025-01-14T08:30:05ZzhoEditorial Department of Journal on CommunicationsTongxin xuebao1000-436X2009-01-01309910374654290Channel compensation of speaker identification based on maximum a posterioriGAO Rong-chunHAN Ji-qingZHANG LeiTo solve the effect of channel changes on the performance of speaker identification system , apply the method of maximum a posteriori to specific channel compensation.First, setup a standard channel, then, use the distribution of deviation of other channel and standard channel as experience knowledge, and obtain the deviation of current channel by a few adaptive data, use these deviations to adjust the characteristic to gain the goal of compensation.The results show that adaptive data in 1s, it has a discrimination of 89.1%, above the method of cepstrum average reduction by 4.2%,with the increasing of self-adaptive, the performance of this system can be improved.http://www.joconline.com.cn/zh/article/74654290/speaker identificationchannel compensationMAP |
spellingShingle | GAO Rong-chun HAN Ji-qing ZHANG Lei Channel compensation of speaker identification based on maximum a posteriori Tongxin xuebao speaker identification channel compensation MAP |
title | Channel compensation of speaker identification based on maximum a posteriori |
title_full | Channel compensation of speaker identification based on maximum a posteriori |
title_fullStr | Channel compensation of speaker identification based on maximum a posteriori |
title_full_unstemmed | Channel compensation of speaker identification based on maximum a posteriori |
title_short | Channel compensation of speaker identification based on maximum a posteriori |
title_sort | channel compensation of speaker identification based on maximum a posteriori |
topic | speaker identification channel compensation MAP |
url | http://www.joconline.com.cn/zh/article/74654290/ |
work_keys_str_mv | AT gaorongchun channelcompensationofspeakeridentificationbasedonmaximumaposteriori AT hanjiqing channelcompensationofspeakeridentificationbasedonmaximumaposteriori AT zhanglei channelcompensationofspeakeridentificationbasedonmaximumaposteriori |