THE ALGORITHM FOR DETERMINING WORD BOUNDARIES IN CONTINUOUS SPEECH IN TERMS OF NOISE POLLUTION BASED ON THE ANALYSIS OF THE ENTROPY OF THE SPEECH SIGNAL
Automatic speech recognition, especially in noisy environments, is a complex task. The most important stage of automatic speech recognition is the correct definition of word boundaries in the speech stream. Even a slight improvement at the stage of highlighting the boundaries of words, significantly...
Saved in:
| Main Authors: | , , |
|---|---|
| Format: | Article |
| Language: | Russian |
| Published: |
North-Caucasus Federal University
2022-10-01
|
| Series: | Современная наука и инновации |
| Subjects: | |
| Online Access: | https://msi.elpub.ru/jour/article/view/641 |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
| _version_ | 1839590780484714496 |
|---|---|
| author | Andrey Sergeyevich Karpov Galina Vyacheslavovna Shagrova Victoria Igorevna Drozdova |
| author_facet | Andrey Sergeyevich Karpov Galina Vyacheslavovna Shagrova Victoria Igorevna Drozdova |
| author_sort | Andrey Sergeyevich Karpov |
| collection | DOAJ |
| description | Automatic speech recognition, especially in noisy environments, is a complex task. The most important stage of automatic speech recognition is the correct definition of word boundaries in the speech stream. Even a slight improvement at the stage of highlighting the boundaries of words, significantly affects the operation of the entire speech recognition system. To recognize isolated words, this problem boils down to determining the correct word boundary. For continuous speech, this task is much more difficult, since the speech signal is a continuous stream without any speech pauses. The most promising approach involves the use of speech signal entropy to search for word boundaries. |
| format | Article |
| id | doaj-art-dd4d3c6d3204454ebaa49fb65ce788bd |
| institution | Matheson Library |
| issn | 2307-910X |
| language | Russian |
| publishDate | 2022-10-01 |
| publisher | North-Caucasus Federal University |
| record_format | Article |
| series | Современная наука и инновации |
| spelling | doaj-art-dd4d3c6d3204454ebaa49fb65ce788bd2025-08-03T13:08:11ZrusNorth-Caucasus Federal UniversityСовременная наука и инновации2307-910X2022-10-0104889310.33236/2307-910Х-2018-4-24-88-93640THE ALGORITHM FOR DETERMINING WORD BOUNDARIES IN CONTINUOUS SPEECH IN TERMS OF NOISE POLLUTION BASED ON THE ANALYSIS OF THE ENTROPY OF THE SPEECH SIGNALAndrey Sergeyevich Karpov0Galina Vyacheslavovna Shagrova1Victoria Igorevna Drozdova2North - Caucasus Federal UniversityNorth - Caucasus Federal UniversityNorth - Caucasus Federal UniversityAutomatic speech recognition, especially in noisy environments, is a complex task. The most important stage of automatic speech recognition is the correct definition of word boundaries in the speech stream. Even a slight improvement at the stage of highlighting the boundaries of words, significantly affects the operation of the entire speech recognition system. To recognize isolated words, this problem boils down to determining the correct word boundary. For continuous speech, this task is much more difficult, since the speech signal is a continuous stream without any speech pauses. The most promising approach involves the use of speech signal entropy to search for word boundaries.https://msi.elpub.ru/jour/article/view/641энтропияраспознавание границ словслитная речьфреймпорог энтропиизашумление речевого сигналаentropyword boundary recognitioncontinuous speechframeentropy thresholdspeech signal noise |
| spellingShingle | Andrey Sergeyevich Karpov Galina Vyacheslavovna Shagrova Victoria Igorevna Drozdova THE ALGORITHM FOR DETERMINING WORD BOUNDARIES IN CONTINUOUS SPEECH IN TERMS OF NOISE POLLUTION BASED ON THE ANALYSIS OF THE ENTROPY OF THE SPEECH SIGNAL Современная наука и инновации энтропия распознавание границ слов слитная речь фрейм порог энтропии зашумление речевого сигнала entropy word boundary recognition continuous speech frame entropy threshold speech signal noise |
| title | THE ALGORITHM FOR DETERMINING WORD BOUNDARIES IN CONTINUOUS SPEECH IN TERMS OF NOISE POLLUTION BASED ON THE ANALYSIS OF THE ENTROPY OF THE SPEECH SIGNAL |
| title_full | THE ALGORITHM FOR DETERMINING WORD BOUNDARIES IN CONTINUOUS SPEECH IN TERMS OF NOISE POLLUTION BASED ON THE ANALYSIS OF THE ENTROPY OF THE SPEECH SIGNAL |
| title_fullStr | THE ALGORITHM FOR DETERMINING WORD BOUNDARIES IN CONTINUOUS SPEECH IN TERMS OF NOISE POLLUTION BASED ON THE ANALYSIS OF THE ENTROPY OF THE SPEECH SIGNAL |
| title_full_unstemmed | THE ALGORITHM FOR DETERMINING WORD BOUNDARIES IN CONTINUOUS SPEECH IN TERMS OF NOISE POLLUTION BASED ON THE ANALYSIS OF THE ENTROPY OF THE SPEECH SIGNAL |
| title_short | THE ALGORITHM FOR DETERMINING WORD BOUNDARIES IN CONTINUOUS SPEECH IN TERMS OF NOISE POLLUTION BASED ON THE ANALYSIS OF THE ENTROPY OF THE SPEECH SIGNAL |
| title_sort | algorithm for determining word boundaries in continuous speech in terms of noise pollution based on the analysis of the entropy of the speech signal |
| topic | энтропия распознавание границ слов слитная речь фрейм порог энтропии зашумление речевого сигнала entropy word boundary recognition continuous speech frame entropy threshold speech signal noise |
| url | https://msi.elpub.ru/jour/article/view/641 |
| work_keys_str_mv | AT andreysergeyevichkarpov thealgorithmfordeterminingwordboundariesincontinuousspeechintermsofnoisepollutionbasedontheanalysisoftheentropyofthespeechsignal AT galinavyacheslavovnashagrova thealgorithmfordeterminingwordboundariesincontinuousspeechintermsofnoisepollutionbasedontheanalysisoftheentropyofthespeechsignal AT victoriaigorevnadrozdova thealgorithmfordeterminingwordboundariesincontinuousspeechintermsofnoisepollutionbasedontheanalysisoftheentropyofthespeechsignal AT andreysergeyevichkarpov algorithmfordeterminingwordboundariesincontinuousspeechintermsofnoisepollutionbasedontheanalysisoftheentropyofthespeechsignal AT galinavyacheslavovnashagrova algorithmfordeterminingwordboundariesincontinuousspeechintermsofnoisepollutionbasedontheanalysisoftheentropyofthespeechsignal AT victoriaigorevnadrozdova algorithmfordeterminingwordboundariesincontinuousspeechintermsofnoisepollutionbasedontheanalysisoftheentropyofthespeechsignal |