Speaker identification through use of features selected using genetic algorithm

被引:8
|
作者
Haydar, A [1 ]
Demirekler, M
Yurtseven, MK
机构
[1] Eastern Mediterranean Univ, Elect & Elect Engn Dept, Gazi Magosa, Cyprus
[2] Middle E Tech Univ, Dept Elect & Elect Engn, TR-06531 Ankara, Turkey
关键词
D O I
10.1049/el:19980126
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The authors introduce the use of a genetic algorithm in the reduction of a 24 parameter (12 LPC derived cepstral coefficients +12 Delta-cepstral coefficients) set to a five, six, seven, eight or ten parameter set, for each speaker in text-independent speaker identification. The experimental results show that there is similar to 5% increase in the recognition rate when the reduced set of parameters is used.
引用
收藏
页码:39 / 40
页数:2
相关论文
共 50 条
  • [31] Bispectrum features for robust speaker identification
    Wenndt, S
    Shamsunder, S
    1997 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, VOLS I - V: VOL I: PLENARY, EXPERT SUMMARIES, SPECIAL, AUDIO, UNDERWATER ACOUSTICS, VLSI; VOL II: SPEECH PROCESSING; VOL III: SPEECH PROCESSING, DIGITAL SIGNAL PROCESSING; VOL IV: MULTIDIMENSIONAL SIGNAL PROCESSING, NEURAL NETWORKS - VOL V: STATISTICAL SIGNAL AND ARRAY PROCESSING, APPLICATIONS, 1997, : 1095 - 1098
  • [32] Robust prosodic features for speaker identification
    Carey, MJ
    Parris, ES
    LloydThomas, H
    Bennett, S
    ICSLP 96 - FOURTH INTERNATIONAL CONFERENCE ON SPOKEN LANGUAGE PROCESSING, PROCEEDINGS, VOLS 1-4, 1996, : 1800 - 1803
  • [33] Identification of bioprocesses using Genetic Algorithm
    M. Ranganath
    S. Renganathan
    C. Gokulnath
    Bioprocess Engineering, 1999, 21 : 123 - 127
  • [34] Identification of bioprocesses using Genetic Algorithm
    Ranganath, M.
    Renganathan, S.
    Gokulnath, C.
    Bioprocess and Biosystems Engineering, 21 (02): : 123 - 127
  • [35] Identification of bioprocesses using Genetic Algorithm
    Ranganath, M
    Renganathan, S
    Gokulnath, C
    BIOPROCESS ENGINEERING, 1999, 21 (02) : 123 - 127
  • [36] Arabic Speaker Identification System using Combination of DWT and LPC Features
    Shah, Shahid Munir
    Ahsan, Syed Nadeem
    2014 INTERNATIONAL CONFERENCE ON OPEN SOURCE SYSTEMS AND TECHNOLOGIES (ICOSST), 2014, : 176 - 181
  • [37] PMSM Identification Using Genetic Algorithm
    Avdeev, Aleksandr
    Osipov, Oleg
    2019 26TH INTERNATIONAL WORKSHOP ON ELECTRIC DRIVES: IMPROVEMENT IN EFFICIENCY OF ELECTRIC DRIVES (IWED) PROCEEDINGS, 2019,
  • [38] ON TEXT INDEPENDENT SPEAKER IDENTIFICATION USING A QUADRATIC CLASSIFIER WITH OPTIMAL FEATURES
    COHEN, A
    FROIND, I
    SPEECH COMMUNICATION, 1989, 8 (01) : 35 - 44
  • [39] Speaker identification in mismatch condition using warped filter bank features
    Chavan, Mahesh S
    Chougule, Sharada V
    International Journal of Circuits, Systems and Signal Processing, 2015, 9 : 88 - 93
  • [40] Speaker identification and localization using shuffled MFCC features and deep learning
    Barhoush M.
    Hallawa A.
    Schmeink A.
    International Journal of Speech Technology, 2023, 26 (01) : 185 - 196