Estonian Elderly Speech Corpus - Design, Collection and Preliminary Acoustic Analysis

被引:0
作者
Meister, Einar [1 ]
Meister, Lya [1 ]
机构
[1] Tallinn Univ Technol, Dept Software Sci, Akad tee 15A, EE-12618 Tallinn, Estonia
来源
BALTIC JOURNAL OF MODERN COMPUTING | 2022年 / 10卷 / 03期
关键词
speech corpus; elderly speech; acoustic analysis; fundamental frequency; speaking rate; AGE-RELATED-CHANGES;
D O I
10.22364/bjmc.2022.10.3.09
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
Elderly speech has been found challenging for automatic speech recognition systems due to the lack of suitable training data and due to age-related physiological changes affecting the acoustic characteristics of voice. The paper introduces the collection of the speech corpus of Estonian elderly speakers aged over 60 years and reports preliminary results of acoustic analysis of some prosodic characteristics. The corpus contains the recordings of spontaneous speech by 100 men and 100 women, on average 29 minutes of speech from each speaker with transcriptions. Acoustic analysis of elderly speech revealed that with age (1) F0 increases significantly in males and slightly decreases in females, (2) speech and articulation rates decrease in females, but not in males, (3) utterances are getting shorter, and (4) pauses are getting longer in females and shorter in males.
引用
收藏
页码:360 / 371
页数:12
相关论文
共 27 条
[1]   Age-related changes in European Portuguese vowel acoustics [J].
Albuquerque, Luciana ;
Oliveira, Catarina ;
Teixeira, Antonio ;
Sa-Couto, Pedro ;
Figueiredo, Daniela .
INTERSPEECH 2019, 2019, :3965-3969
[2]   Advanced Rich Transcription System for Estonian Speech [J].
Alumae, Tanel ;
Tilk, Ottokar ;
Asadullah .
HUMAN LANGUAGE TECHNOLOGIES - THE BALTIC PERSPECTIVE, BALTIC HLT 2018, 2018, 307 :1-8
[3]  
[Anonymous], 2012, PHONETICS S 2012 TAL
[4]  
[Anonymous], 2011, P IEEE 2011 WORKSHOP
[5]  
Baba A., 2002, Transactions of the Institute of Electronics, Information and Communication Engineers D-II, VJ85D-II, P390
[6]   Age-related changes in motor control during articulator visuomotor tracking [J].
Ballard, KJ ;
Robin, DA ;
Woodworth, G ;
Zimba, LD .
JOURNAL OF SPEECH LANGUAGE AND HEARING RESEARCH, 2001, 44 (04) :763-777
[7]   Fitting Linear Mixed-Effects Models Using lme4 [J].
Bates, Douglas ;
Maechler, Martin ;
Bolker, Benjamin M. ;
Walker, Steven C. .
JOURNAL OF STATISTICAL SOFTWARE, 2015, 67 (01) :1-48
[8]  
Boersma P., 2013, PRAAT DOING PHONETIC
[9]   Temporal characteristics of speech: The effect of age and speech style [J].
Bona, Judit .
JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA, 2014, 136 (02) :EL116-EL121
[10]  
Cucchiarini C., 2006, P 5 INT C LANG RES E, P135