LFBNN : robust and hybrid training algorithm to neural network for hybrid features-enabled speaker recognition system
Joint Authors
Srinivas, Vasamsetti
Santhirani, Ch.
Source
Journal of Engineering Research
Issue
Vol. 8, Issue 2 (30 Jun. 2020), pp.74-93, 20 p.
Publisher
Kuwait University Academic Publication Council
Publication Date
2020-06-30
Country of Publication
Kuwait
No. of Pages
20
Main Subjects
Information Technology and Computer Science
Abstract EN
The field of speaker recognition found a major challenge among the research community due to the lack of robustness of earlier methods against environmental noises.
to effectively handle the robustness in the speaker recognition method, this paper aims to develop a new classification algorithm for automatic speaker recognition.
this paper introduces a method called, levenberg-fractional bat neural Network (LFBNN) with hybrid features for robust speaker recognition.
for feature extraction, four different features, that is, autocorrelation coefficients, predictivity ratio, MFCC, and spectral centroid, are utilized to construct the feature library.
then, the feature library is utilized to train the feed forward neural network using the proposed fractional bat levenberg marquardt (FBLM) algorithm.
FBLM is designed by integrating the Fractional Bat Algorithm and levenberg marquardt algorithm (LMA), for training the feed forward neural network.
the experimentation is performed with the ELSDSR database, and the performance is evaluated with a few existing methods using three different evaluation metrics, like FAR, FRR, and accuracy.
from the robustness analysis, it is proved that the accuracy of the proposed method is 95 %.
American Psychological Association (APA)
Srinivas, Vasamsetti& Santhirani, Ch.. 2020. LFBNN : robust and hybrid training algorithm to neural network for hybrid features-enabled speaker recognition system. Journal of Engineering Research،Vol. 8, no. 2, pp.74-93.
https://search.emarefa.net/detail/BIM-1494940
Modern Language Association (MLA)
Srinivas, Vasamsetti& Santhirani, Ch.. LFBNN : robust and hybrid training algorithm to neural network for hybrid features-enabled speaker recognition system. Journal of Engineering Research Vol. 8, no. 2 (Jun. 2020), pp.74-93.
https://search.emarefa.net/detail/BIM-1494940
American Medical Association (AMA)
Srinivas, Vasamsetti& Santhirani, Ch.. LFBNN : robust and hybrid training algorithm to neural network for hybrid features-enabled speaker recognition system. Journal of Engineering Research. 2020. Vol. 8, no. 2, pp.74-93.
https://search.emarefa.net/detail/BIM-1494940
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references : p. 91-93
Record ID
BIM-1494940