Bioinspired Auditory Model for Vowel Recognition

被引:1
作者
Peraza, Viviana Abad [1 ]
Ferrandez Vicente, Jose Manuel [2 ]
Martinez Rams, Ernesto Arturo [1 ]
机构
[1] Univ Oriente, Fac Ingn Telecomunicac Informat & Biomed FITIB, Dept Telecomunicac, Ave Amer S-N, Santiago De Cuba 90900, Cuba
[2] Univ Politecn Cartagena, Dept Elect Tecnol Comp & Proyectos DETCP, Antiguo Cuartel Antiguones Campus Muralla, Cartagena 30202, Spain
关键词
auditory model; bioinspired auditory model; vowel recognition; neuromorphic computing; cochlear implant; NEURAL-NETWORKS;
D O I
10.3390/electronics10182304
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this work, a bioinspired or neuromorphic model to replicate the vowel recognition process for an auditory system is presented. A bioinspired peripheral and central auditory system model is implemented and a neuromorphic higher auditory system model based on artificial neuronal nets for vowel recognition is proposed. For their verification, ten Hispanic Spanish language-speaking adults (five males and five females) were used. With the proposed bioinspired model based on artificial neuronal nets it is possible to recognize with high levels of accuracy and sensibility the vowels phonemes of speech signals and the assessment of cochlear implant stimulation strategies in terms of vowel recognition.
引用
收藏
页数:10
相关论文
共 21 条
[1]  
Abad Peraza V., 2021, REV CUBA CIENC INF R, V15, P70
[2]   Review of advances in neural networks: Neural design technology stack [J].
Almasi, Adela-Diana ;
Wozniak, Stanislaw ;
Cristea, Valentin ;
Leblebici, Yusuf ;
Engbersen, Ton .
NEUROCOMPUTING, 2016, 174 :31-41
[3]   Systematic Review of Auditory Perceptual and Acoustic Characteristics of the Voice of Cochlear Implant Adult Users [J].
de Souza Medved, Daniela Malta ;
da Rocha Cavalheri, Larissa Mendes ;
Coelho, Ana Cristina ;
Nascimento Fernandes, Ana Carolina ;
da Silva, Eduardo Magalhaes ;
Lopes Sampaio, Andre Luiz .
JOURNAL OF VOICE, 2021, 35 (06) :934.e7-934.e16
[4]   An Introductory Review of Deep Learning for Prediction Models With Big Data [J].
Emmert-Streib, Frank ;
Yang, Zhen ;
Feng, Han ;
Tripathi, Shailesh ;
Dehmer, Matthias .
FRONTIERS IN ARTIFICIAL INTELLIGENCE, 2020, 3
[5]   Vowel-consonant speech segmentation by neuromorphic units [J].
Gómez-Vilda P. ;
Rodellar-Biarge V. ;
Muoz Mulas C. ;
Mazaira Fernández L.M. ;
Ferrández-Vicente J.M. .
Frontiers in Artificial Intelligence and Applications, 2011, 228 :180-199
[6]   Simulating the phonological auditory cortex from vowel representation spaces to categories [J].
Gomez-Vilda, Pedro ;
Ferrandez-Vicente, Jose M. ;
Rodellar-Biarge, Victoria .
NEUROCOMPUTING, 2013, 114 :63-75
[7]   Neuromorphic detection of speech dynamics [J].
Gomez-Vilda, Pedro ;
Ferrandez-Vicente, Jose M. ;
Rodellar-Biarge, Victoria ;
Alvarez-Marquina, Agustin ;
Miguel Mazaira-Fernandez, Luis ;
Martinez Olalla, Rafael ;
Munoz-Mulas, Cristina .
NEUROCOMPUTING, 2011, 74 (08) :1191-1202
[8]   Time-frequency representations in speech perception [J].
Gomez-Vilda, Pedro ;
Ferrandez-Vicente, Jose M. ;
Rodellar-Biarge, Victoria ;
Fernandez-Baillo, Roberto .
NEUROCOMPUTING, 2009, 72 (4-6) :820-830
[9]  
Graeme Clark L.C., 2003, COCHLEAR IMPLANTS FU
[10]  
Kandel E.R., 2001, PRINCIPIOS NEUROCIEN, V4th ed., P1