Araştırma Makalesi

Acoustic analysis of the NATO phonetic alphabet spoken by native Turkish speakers: A comparison of handheld and throat microphones

Cilt: 15 15 Ocak 2026
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Acoustic analysis of the NATO phonetic alphabet spoken by native Turkish speakers: A comparison of handheld and throat microphones

Öz

This pilot study presents a comparative acoustic analysis of speech signals recorded with handheld and throat microphones during the pronunciation of the NATO phonetic alphabet by native Turkish speakers. A total of 2,080 voice samples were collected and preprocessed using voice activity detection (VAD), noise reduction, and silence trimming. Acoustic metrics; duration, root mean square (RMS) energy, zero-crossing rate (ZCR), and zero-crossing density, were extracted. Non-parametric tests revealed significant differences between microphone types: the handheld device yielded higher energy and stability, while the throat microphone showed lower energy but higher spectral complexity. Results also indicated phonatory delay and articulation asymmetries in some speakers. The findings suggest that microphone type affects phonetic structure and signal quality, with implications for automatic speech recognition (ASR) systems in noisy environments. Notably, the throat microphone increased zero-crossing density due to internal vibration sensitivity. This study lays the groundwork for multichannel ASR systems designed for real-world acoustic variability.

Anahtar Kelimeler

Etik Beyan

This study was conducted with the approval of the Ethics Committee for Social and Human Sciences Research of Ondokuz Mayıs University. The approval was granted on 29 November 2024 under the decision number 2024-1118. The research involved voice recordings and interviews carried out as part of a master’s thesis titled “Machine Learning-Based Analysis and Resolution of Multilingual Pronunciation Issues in the NATO Phonetic Alphabet”, under the supervision of Dr. Öğr. Üyesi Selim Aras.

Teşekkür

This study was conducted with the approval of the Ethics Committee for Social and Human Sciences Research of Ondokuz Mayıs University. The approval was granted on 29 November 2024 under the decision number 2024-1118. The research involved voice recordings and interviews carried out as part of a master’s thesis titled “Machine Learning-Based Analysis and Resolution of Multilingual Pronunciation Issues in the NATO Phonetic Alphabet”, under the supervision of Dr. Öğr. Üyesi Selim Aras.

Kaynakça

  1. I.C.A.O., Manual on the ICAO phonetic alphabet. ICAO Publishing, 2007.
  2.     M.D. Keller, J.M. Ziriax, W. Barns, B. Sheffield, D. Brungart, T. Thomas, B. Jaeger, and K. Yankaskas, Performance in noise: impact of reduced speech intelligibility on sailor performance in a Navy command and control environment. Hearing Research, 349, 55–66, 2017. https://doi.org/10.1016/j.heares.201 6.10.007.
  3.     P. Boersma and D. Weenink, Praat: doing phonetics by computer. University of Amsterdam, 2023.
  4.     M.A.T. Turan, Enhancement of throat microphone recordings using Gaussian mixture model probabilistic estimator. arXiv:1804.05937, 2018. https://doi.org/ 10.48550/arXiv.1804.05937
  5.     B.E. Acker-Mills, A.J. Houtsma, and W.A. Ahroon, Speech intelligibility in noise using throat and acoustic microphones. Aviation, Space and Environmental Medicine, 77 (1), 26–31, 2006.
  6.     E. Erzin, Improving throat microphone speech recognition by joint analysis of throat and acoustic microphone recordings. IEEE Transactions on Audio, Speech and Language Processing, 17 (7), 1316–1324, 2009.
  7.     M.E. Arafat, I. Misra, and M.E. Hamid, A comparative study for throat microphone speech enhancement with different approaches. International Journal of Science and Research Archive, 13 (1), 850–859, 2024. https:// doi.org/10.30574/ijsra.2024.13.1.1631
  8.     X. Huang, A. Acero, and H.W. Hon, Spoken language processing: a guide to theory, algorithm, and system development. Pearson Prentice Hall, Upper Saddle River, 2001.

Ayrıntılar

Birincil Dil

İngilizce

Konular

Ses İşleme, İnsan Bilgisayar Etkileşimi, Konuşma Tanıma

Bölüm

Araştırma Makalesi

Erken Görünüm Tarihi

2 Aralık 2025

Yayımlanma Tarihi

15 Ocak 2026

Gönderilme Tarihi

23 Mayıs 2025

Kabul Tarihi

21 Ekim 2025

Yayımlandığı Sayı

Yıl 2026 Cilt: 15

Kaynak Göster

APA
Velazquez Garcia, J. C., & Aras, S. (2026). Acoustic analysis of the NATO phonetic alphabet spoken by native Turkish speakers: A comparison of handheld and throat microphones. Niğde Ömer Halisdemir Üniversitesi Mühendislik Bilimleri Dergisi, 15, 1-8. https://doi.org/10.28948/ngumuh.1705336
AMA
1.Velazquez Garcia JC, Aras S. Acoustic analysis of the NATO phonetic alphabet spoken by native Turkish speakers: A comparison of handheld and throat microphones. NÖHÜ Müh. Bilim. Derg. 2026;15:1-8. doi:10.28948/ngumuh.1705336
Chicago
Velazquez Garcia, Julio Cesar, ve Selim Aras. 2026. “Acoustic analysis of the NATO phonetic alphabet spoken by native Turkish speakers: A comparison of handheld and throat microphones”. Niğde Ömer Halisdemir Üniversitesi Mühendislik Bilimleri Dergisi 15 (Ocak): 1-8. https://doi.org/10.28948/ngumuh.1705336.
EndNote
Velazquez Garcia JC, Aras S (01 Ocak 2026) Acoustic analysis of the NATO phonetic alphabet spoken by native Turkish speakers: A comparison of handheld and throat microphones. Niğde Ömer Halisdemir Üniversitesi Mühendislik Bilimleri Dergisi 15 1–8.
IEEE
[1]J. C. Velazquez Garcia ve S. Aras, “Acoustic analysis of the NATO phonetic alphabet spoken by native Turkish speakers: A comparison of handheld and throat microphones”, NÖHÜ Müh. Bilim. Derg., c. 15, ss. 1–8, Oca. 2026, doi: 10.28948/ngumuh.1705336.
ISNAD
Velazquez Garcia, Julio Cesar - Aras, Selim. “Acoustic analysis of the NATO phonetic alphabet spoken by native Turkish speakers: A comparison of handheld and throat microphones”. Niğde Ömer Halisdemir Üniversitesi Mühendislik Bilimleri Dergisi 15 (01 Ocak 2026): 1-8. https://doi.org/10.28948/ngumuh.1705336.
JAMA
1.Velazquez Garcia JC, Aras S. Acoustic analysis of the NATO phonetic alphabet spoken by native Turkish speakers: A comparison of handheld and throat microphones. NÖHÜ Müh. Bilim. Derg. 2026;15:1–8.
MLA
Velazquez Garcia, Julio Cesar, ve Selim Aras. “Acoustic analysis of the NATO phonetic alphabet spoken by native Turkish speakers: A comparison of handheld and throat microphones”. Niğde Ömer Halisdemir Üniversitesi Mühendislik Bilimleri Dergisi, c. 15, Ocak 2026, ss. 1-8, doi:10.28948/ngumuh.1705336.
Vancouver
1.Julio Cesar Velazquez Garcia, Selim Aras. Acoustic analysis of the NATO phonetic alphabet spoken by native Turkish speakers: A comparison of handheld and throat microphones. NÖHÜ Müh. Bilim. Derg. 01 Ocak 2026;15:1-8. doi:10.28948/ngumuh.1705336