Ching-Ta Lu, Kun-Fu Tseng, Yung-Yue Chen, Ling-Ling Wang, Chung-Lin Lei
{"title":"Speech enhancement using spectral subtraction algorithm with over-subtraction and reservation factors adapted by harmonic properties","authors":"Ching-Ta Lu, Kun-Fu Tseng, Yung-Yue Chen, Ling-Ling Wang, Chung-Lin Lei","doi":"10.1109/ICASI.2016.7539737","DOIUrl":null,"url":null,"abstract":"Spectral subtraction algorithms are widely used in speech enhancement. However the quality of enhanced speech is not satisfied. This study proposes using the harmonic properties of vowels to define the values of over-subtraction and spectral reservation factors by using the sigmoid function. Experimental results show that the proposed method can significantly improve the performance of a spectral-subtraction method by more reduction on musical residual noise and more reservation on consonants and weak vowels.","PeriodicalId":170124,"journal":{"name":"2016 International Conference on Applied System Innovation (ICASI)","volume":"36 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2016-05-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"4","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2016 International Conference on Applied System Innovation (ICASI)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICASI.2016.7539737","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 4
Abstract
Spectral subtraction algorithms are widely used in speech enhancement. However the quality of enhanced speech is not satisfied. This study proposes using the harmonic properties of vowels to define the values of over-subtraction and spectral reservation factors by using the sigmoid function. Experimental results show that the proposed method can significantly improve the performance of a spectral-subtraction method by more reduction on musical residual noise and more reservation on consonants and weak vowels.