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Muhadi Muhadi, Muhadi
Fakultas Ushuluddin, UIN Sunan Kalijaga Yogyakarta
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Journal : Jurnal Teknik Informatika (JUTIF)

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Identification of Dominant Frequencies in Javanese Vocal Phonemes Using Fast Fourier Transform and Random Forest Classification Muhadi, Muhadi
Jurnal Teknik Informatika (Jutif) Vol. 6 No. 2 (2025): JUTIF Volume 6, Number 2, April 2025
Publisher : Informatika, Universitas Jenderal Soedirman

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52436/1.jutif.2025.6.2.2708

Abstract

The majority of speech recognition research currently uses English as the research base, but the results can also be used for another language, including Javanese speech recognition. Previous research stated that there were differences in frequency between English and Dutch. This shows that the frequency of Javanese can also be different. The difference in frequency allows for a new way of recognizing Javanese Speech. By using a dataset of Javanese vowel phonemes, this research aims to identify the dominant frequencies in Javanese speech using the Fast Fourier Transform data extraction an2d the Random Forest Classifier. The feature importance level data will be tested with a deep neural network to determine the accuracy and speed of the process. Choosing a dominant frequency is expected to make the process more effective and efficient in using computing resources.
Co-Authors Adawiyah, N. R. Adli, Mizanul Agus Marzuki AHMADI Aida Lydia Ainun Fitriani alfiah alfiah Ali Sakti, Ali Andhika Rachman Angesti, Dyan Arif Mansjoer Arif Sejati Bangun, Edy Iwan Bay, Amimul Ummah Bayudi, Flori Cosphiadi Irawan Darmawan, Dimas Bayu Dewi Karya Dharmeizar Dharmeizar Dicky Levenus Tahapary Dina Haryati Sukardi Dirayati, Fadhilah Djumala Machmud, Djumala Dono Antono Dwi Kumara Dwi Nurahman, Dwi Dyah Purnamasari E Mudjaddid, E E. Mudjaddid A. Siswanto Deddy N.W.Achadiono Hamzah Shatri Edi Prasetyo Eka Ginanjar Eni Yusnita Erimansyah, Erimansyah Faidin Faidin Furkan Furkan Hairudin, Hairudin Haris Riadi Harmaini Harmaini Hasbullah Hasbullah Hecta, Junior Herman, Juli Idrus Alwi Ika Prasetya Wijaya Ikhwan Rinaldi Imam Munajat Nurhartonosuro Indahyati, Emilya Ino Susanti Jarir, Jarir Joko Legowo Khairina Khairina, Khairina Khomsah, Ali Kuntjoro Harimurti Kusuma, Andhika Wira Laksmana, Ivan Mardhi Lestari H, SD Fuji Mailani, Rindi Malagano, Tahura Masthuroh, Masthuroh Mekuo, Andi Mohamad Akbar Muhammad Artisto Adi Yussac Muhammad Hasanudin, Muhammad Muhammad Zulkifli, Muhammad Murdani Abdullah Nurhadi, Satrio Nurhartonosuro, Imam Munajat Nurhartonosuro, Imam Munajata Nurhatonosuro, Imam Munajat Prameswari, Syanindita Pratama, Derin Anugrah Prihartono, Nurhayati Adnan Puryanti, Puryanti Putra, Erwin Wisnu Qanitah, Qanitah Rajuna, Rajuna Rismiyanto, Rismiyanto RR. Ella Evrita Hestiandari Rudi Putranto Rudy Hidayat Saitya, Imaduddin Sally A Nasution, Sally A Sally Aman Nasution, Sally Aman Sari, Diah Pravita Setiawan, Dyan Solly Aryza Sri Utaminingsih Sujatmiko, Puput Sindong Arief Sukamto Koesnoe Supryanto, Try Widodo Widodo Yogaswara, Reza Yuningsih, Yuyun Yusman, Yusman Z, Efrita Arfah