The Effect of Voice over IP Transmission Degradations on MAP-EM-GMM Speaker Verification Performance

Despite the growing importance of packet switching systems, there is still a shortage of thorough analyses of VoIP transmission effect on speech and speaker recognition performance. Voice over IP transmission systems use packet switching. There is no guarantee of delivery. The main disadvantage of V...

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Main Author: Waldemar MACIEJKO
Format: Article
Language:English
Published: Institute of Fundamental Technological Research Polish Academy of Sciences 2015-08-01
Series:Archives of Acoustics
Subjects:
Online Access:https://acoustics.ippt.pan.pl/index.php/aa/article/view/1549
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author Waldemar MACIEJKO
author_facet Waldemar MACIEJKO
author_sort Waldemar MACIEJKO
collection DOAJ
description Despite the growing importance of packet switching systems, there is still a shortage of thorough analyses of VoIP transmission effect on speech and speaker recognition performance. Voice over IP transmission systems use packet switching. There is no guarantee of delivery. The main disadvantage of VoIP is a packet loss which has a major impact on the performance experienced by the users of the network. There are several techniques to mask the effects of a packet loss, referred to as packet loss concealment. In this study, the effect of voice transmission over IP on automatic speaker verification system performance was investigated. The analyzed system was based on MAP-EM-GMM modelling methods. Four various speech codecs of H.323 standard were investigated with special emphasis placed on the packet loss phenomenon and various packet loss concealment techniques.
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spelling doaj-art-4fa7b4b3e60940ccafa63f2cc6b15dce2025-08-20T02:39:13ZengInstitute of Fundamental Technological Research Polish Academy of SciencesArchives of Acoustics0137-50752300-262X2015-08-0140310.1515/aoa-2015-0042The Effect of Voice over IP Transmission Degradations on MAP-EM-GMM Speaker Verification PerformanceWaldemar MACIEJKODespite the growing importance of packet switching systems, there is still a shortage of thorough analyses of VoIP transmission effect on speech and speaker recognition performance. Voice over IP transmission systems use packet switching. There is no guarantee of delivery. The main disadvantage of VoIP is a packet loss which has a major impact on the performance experienced by the users of the network. There are several techniques to mask the effects of a packet loss, referred to as packet loss concealment. In this study, the effect of voice transmission over IP on automatic speaker verification system performance was investigated. The analyzed system was based on MAP-EM-GMM modelling methods. Four various speech codecs of H.323 standard were investigated with special emphasis placed on the packet loss phenomenon and various packet loss concealment techniques.https://acoustics.ippt.pan.pl/index.php/aa/article/view/1549automatic speaker verificationpacket lossspeech compressionvoice over IP.
spellingShingle Waldemar MACIEJKO
The Effect of Voice over IP Transmission Degradations on MAP-EM-GMM Speaker Verification Performance
Archives of Acoustics
automatic speaker verification
packet loss
speech compression
voice over IP.
title The Effect of Voice over IP Transmission Degradations on MAP-EM-GMM Speaker Verification Performance
title_full The Effect of Voice over IP Transmission Degradations on MAP-EM-GMM Speaker Verification Performance
title_fullStr The Effect of Voice over IP Transmission Degradations on MAP-EM-GMM Speaker Verification Performance
title_full_unstemmed The Effect of Voice over IP Transmission Degradations on MAP-EM-GMM Speaker Verification Performance
title_short The Effect of Voice over IP Transmission Degradations on MAP-EM-GMM Speaker Verification Performance
title_sort effect of voice over ip transmission degradations on map em gmm speaker verification performance
topic automatic speaker verification
packet loss
speech compression
voice over IP.
url https://acoustics.ippt.pan.pl/index.php/aa/article/view/1549
work_keys_str_mv AT waldemarmaciejko theeffectofvoiceoveriptransmissiondegradationsonmapemgmmspeakerverificationperformance
AT waldemarmaciejko effectofvoiceoveriptransmissiondegradationsonmapemgmmspeakerverificationperformance