{"title":"不同严重程度的典型和困难说话者的超节段特征比较","authors":"M. Soleymanpour, Michael T. Johnson, J. Berry","doi":"10.1109/sped53181.2021.9587369","DOIUrl":null,"url":null,"abstract":"Dysarthria is a speech disorder often characterized by slow speech with reduced intelligibility. This preliminary study investigates suprasegmental characteristics between typical and dysarthric speakers at varying severity levels, with the long-term goal of improving methods for dysarthric speech synthesis/augmentation and enhancement. First, we aim to analyze phonemes, speaking rate and pause characteristics of typical and dysarthric speech using the phoneme- and word-level alignment information extracted by Montreal Forced Aligner (MFA). Then, pitch and intensity declination trends and range analysis are conducted. The pitch and intensity declination are measured by fitting a regression line. These analyses are conducted on dysarthric speech in TORGO, containing 8 dysarthric speakers involved with cerebral palsy or amyotrophic lateral sclerosis and 7 age- and gender-matched typical speakers. These results are important for the development of dysarthric speech synthesis, augmentation to statistically model and evaluate characteristics such as pause, speaking rate, pitch, and intensity.","PeriodicalId":193702,"journal":{"name":"2021 International Conference on Speech Technology and Human-Computer Dialogue (SpeD)","volume":"67 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2021-10-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":"{\"title\":\"Comparison in Suprasegmental Characteristics between Typical and Dysarthric Talkers at Varying Severity Levels\",\"authors\":\"M. Soleymanpour, Michael T. Johnson, J. Berry\",\"doi\":\"10.1109/sped53181.2021.9587369\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Dysarthria is a speech disorder often characterized by slow speech with reduced intelligibility. This preliminary study investigates suprasegmental characteristics between typical and dysarthric speakers at varying severity levels, with the long-term goal of improving methods for dysarthric speech synthesis/augmentation and enhancement. First, we aim to analyze phonemes, speaking rate and pause characteristics of typical and dysarthric speech using the phoneme- and word-level alignment information extracted by Montreal Forced Aligner (MFA). Then, pitch and intensity declination trends and range analysis are conducted. The pitch and intensity declination are measured by fitting a regression line. These analyses are conducted on dysarthric speech in TORGO, containing 8 dysarthric speakers involved with cerebral palsy or amyotrophic lateral sclerosis and 7 age- and gender-matched typical speakers. These results are important for the development of dysarthric speech synthesis, augmentation to statistically model and evaluate characteristics such as pause, speaking rate, pitch, and intensity.\",\"PeriodicalId\":193702,\"journal\":{\"name\":\"2021 International Conference on Speech Technology and Human-Computer Dialogue (SpeD)\",\"volume\":\"67 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2021-10-13\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"1\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2021 International Conference on Speech Technology and Human-Computer Dialogue (SpeD)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/sped53181.2021.9587369\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2021 International Conference on Speech Technology and Human-Computer Dialogue (SpeD)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/sped53181.2021.9587369","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Comparison in Suprasegmental Characteristics between Typical and Dysarthric Talkers at Varying Severity Levels
Dysarthria is a speech disorder often characterized by slow speech with reduced intelligibility. This preliminary study investigates suprasegmental characteristics between typical and dysarthric speakers at varying severity levels, with the long-term goal of improving methods for dysarthric speech synthesis/augmentation and enhancement. First, we aim to analyze phonemes, speaking rate and pause characteristics of typical and dysarthric speech using the phoneme- and word-level alignment information extracted by Montreal Forced Aligner (MFA). Then, pitch and intensity declination trends and range analysis are conducted. The pitch and intensity declination are measured by fitting a regression line. These analyses are conducted on dysarthric speech in TORGO, containing 8 dysarthric speakers involved with cerebral palsy or amyotrophic lateral sclerosis and 7 age- and gender-matched typical speakers. These results are important for the development of dysarthric speech synthesis, augmentation to statistically model and evaluate characteristics such as pause, speaking rate, pitch, and intensity.