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All Journal TEKNIK INFORMATIKA J@TI (TEKNIK INDUSTRI) Industrial Engineering Online Journal Techno.Com: Jurnal Teknologi Informasi Jurnal Simetris Jurnal Sains dan Teknologi TELKOMNIKA (Telecommunication Computing Electronics and Control) Prosiding Seminar Nasional Sains Dan Teknologi Fakultas Teknik TEKMAPRO Journal of Industrial Engineering and Management Prosiding SNATIF Scientific Journal of Informatics International Journal of Artificial Intelligence Research JIEET (Journal of Information Engineering and Educational Technology) Jurnal SOLMA JUTEI (Jurnal Terapan Teknologi Informasi) SINTECH (Science and Information Technology) Journal Jiko (Jurnal Informatika dan komputer) JURNAL PENDIDIKAN TAMBUSAI Jurnal Nasional Komputasi dan Teknologi Informasi JIPI (Jurnal Ilmiah Penelitian dan Pembelajaran Informatika) Systemic: Information System and Informatics Journal Jutisi: Jurnal Ilmiah Teknik Informatika dan Sistem Informasi JISKa (Jurnal Informatika Sunan Kalijaga) CICES (Cyberpreneurship Innovative and Creative Exact and Social Science) Journal Cerita: Creative Education of Research in Information Technology and Artificial Informatics Medika Teknika : Jurnal Teknik Elektromedik Indonesia Journal of Innovation Information Technology and Application (JINITA) Jurnal Digit : Digital of Information Technology Indonesian Journal of Technology, Informatics and Science (IJTIS) JURPIKAT (Jurnal Pengabdian Kepada Masyarakat) Jurnal Dialektika Informatika (Detika) Journal of Science and Education (JSE) Abdi Masya TRANSFORMASI : JURNAL PENGABDIAN PADA MASYARAKAT Teknika ABDINE Jurnal Pengabdian Masyarakat Jurnal Manajemen Informatika dan Bisnis Digital Jurnal Maklumatika Jurnal Informatika: Jurnal Pengembangan IT Prosiding Seminar Nasional Unimus Kesatria : Jurnal Penerapan Sistem Informasi (Komputer dan Manajemen) Neptunus: Jurnal Ilmu Komputer dan Teknologi Informasi Dharma: Jurnal Pengabdian Masyarakat INOVTEK Polbeng - Seri Informatika Jurnal Bina Informatika dan Komputer (BINER)
Tri Listyorini
Universitas Muria Kudus
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Journal : Jurnal Informatika: Jurnal Pengembangan IT

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Klasifikasi Pengucapan Huruf Hijaiyah Berbasis Android Menggunakan CNN dengan Fitur Mel-Spectrogram Muqsith, Fawwaz Ijlal; Supriyati, Endang; Listyorini, Tri
Jurnal Informatika: Jurnal Pengembangan IT Vol 10, No 1 (2025)
Publisher : Politeknik Harapan Bersama

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30591/jpit.v10i1.8145

Abstract

Mastery of Hijaiyah letters is a fundamental basis in learning the Qur'an, but data from the IIQ Community Service Institute 2021/2022 shows that 72.25% of the 3,111 Muslims tested have not been able to read the Qur'an properly. This research aims to develop an Android-based Hijaiyah letter pronunciation classification system using Convolutional Neural Network (CNN) with mel-spectrogram features. The research methodology includes collecting 8,904 voice samples from 53 participants at Pondok Tahfidz Yanbu'ul Qur'an Menawan, preprocessing data using MFCC techniques, developing CNN models, and implementing the system in the form of mobile applications with MVVM architecture. The test results showed promising performance with some classes achieving 100% accuracy and an average overall accuracy of 83.80%, although there were challenges in some classes such as “alif_dommah” and “ghaiin_dommah” which had an accuracy below 40%. The developed system successfully provides an interactive learning platform through the integration of mobile applications with the Flask API, but still requires further development, especially in expanding the dataset to overcome overfitting problems and improve the generalization ability of the model.
Co-Authors - Supriyono A, Ifta Abdul A.A. Ketut Agung Cahyawan W Abdul Khafid Abdul Khafid, Abdul Ade Eka Pratama Ade Eka Pratama, Ade Eka Aditya Akbar Riadi Aditya, Dio Rizki Afif Nor Yusuf Afifullah, Fauzi Naufal Agnes Pramitha Agung Rifqi Hidayat, Agung Rifqi Agung Subagyo Agung Subagyo, Agung Agus Susilo Ahmad Fahruddin Ahmad Irvan Ahmad Jazuli Ahmad Jazuli aji, ananda feby surya Akbar, Kevin Azrial Aldo Bastian Ardiansyah Amirudin, Moh Faqih Amirudin Anastasya Latubessy Andi Santoso Andi Santoso, Andi Andrian Rizka Ramadhan, Andrian Rizka Ramadhan Andriyani Budiman, Nita Andy Prasetyo Utomo Anggoro, Yogi Anteng Widodo Aprilia Shanti Setyorini Arief Susanto Arif Susanto Asep Ferdinan Asror, Muhammad Khozainul Aviv Huda Nurhayat Barreta, Ellank Budi Cahyo Wibowo Bustomi Arisandi Candra Firstiyan Wijaya candra, alvi noor Christian Sutanto Christian Sutanto, Christian David Raynaldy Diana Laily Fithri Diana Dina Tauhida Dwi Fidiyanto, Dwi Dwimas Ananda Ekha Surya Saputra Eko Budi Susilo Eko Budi Susilo, Eko Budi Ella Mutiara Leavy Endang Supriyanti, Endang Endang Supriyati Endang Supriyati Endang Supriyati Endang Supriyati Endang Supriyati Endang Supriyati Endang Supriyati Endang Supriyati, Endang Supriyati Etika Kartikadarma Evanita Evanita Evanita Evanita, Evanita Evi Khaulida Faiz Al Zukhruf Fajar Nugraha Farid Eka Dharma Farid Eka Dharma, Farid Eka Faris Sifauttijani Fauzan, Wahyu Khusuma Nur Fibriyanti, Rizki Fibriyanti, Rizki Firmandito, Rifqi Dwiyana Ghufron, Mohammad Iqbal Henry Suryo Bintoro Herlambang, Faizal Arya Huda, Angga Nurul Ifta Abdul A Ihsani, Rizky Ulfiyatul Ilham Dika Permana Imanda, Ridho Novan Ivannovic Bachtiar Alif Kasparova, Dita Yanuari Khilyatus Sufriyah Khoirul Anwar, Rully Khoirul Lubis Pamungkas Kholilulloh, Nanang Achnas Khothibul Umam Latifah, Jihan Mathoril Hudha Mohammad Dahlan, Mohammad Mohammad Iqbal Monicasari, Lisa Muhammad Abdul Mukhlis Muhammad Afid Ilmawan Ilhamsyah Muhammad Hadi Noor Seto, Muhammad Hadi Muhammad Iqbal Muhammad Noor Fais Muhammad Noor Fais Muhammad Rifa'i Muhammad Shaleh, Thariq Muhammad Zainal Abidin Mukhamad Nurkamid Mukhamad Nurkamid Mukhamad Nurkhamid Muladi, Muhammad Hasyim Muqsith, Fawwaz Ijlal Nabilia Nurusyifa Nia Budi Puspitasari Nita Andriyani Budiman Nofiadi, Selamet Nofiadi, Selamet Noor Aidha Amilia Noor Hisyam, Muhammad Dany Novie Susanto Nurfadli, Mohammad Nurkamid, Mukhammad Nurmawati, Puji Nurul Mustofa Okie Setiawan Pamungkas, Fajar Pradana, Yudhistira Andre Pramitha, Agnes Puji Hartono Puji Hartono Puji Nurmawati Putri, Nabila Shania Putri, Rizqi Laili R Rhoedy Setiawan Rahman, Firdaus Noorhadi Ratna Purwaningsih Ratri Rahmawati Remo Prabowo Remo Prabowo, Remo Rina Fiati Rizki Akbar Rizki Sari Mei Maharani Rizki Sari Mei Maharani, Rizki Sari Mei Rizkysari Mei Maharani Rizkysari Mei Maharani, Rizkysari Mei Rizkysari Meimaharani Robet Wahono Rochmad Winarso Rokhul Affan, Muhamad Rully Khoirul Anwar Salsabila, Zavira Raihana Saputra, Bayu Angga Saputra, Dwi Erwin Saputro, Irvan Adi Segita Armeilia Safrilla Selvi Marcellia Sifauttijani, Faris Sirojul Ulum Sri Mulyani Sumaji Supriyati , Endang Supriyati, Endang Suroso, Ahmad Suroso, Ahmad Susanto, Devva Ricovani Syafiul Muzid Syaiful - Syaiful - Syaifur Rochman Syarif Abdullah Tutik Khotimah UMAM, MUHAMAD KHOTIBUL Veren Afsha Restanardi Wahda, Muhammad Jumal Wahda, Muhammad Jumal Wahono, Robet Wahyu Noor Alamsyah Widharto, Yusuf Yaqin, Muhammad Alamul Yogi Anggoro yulian, muhammad rizqi dwi Yusuf, Afif Nor Zaenal Arifin Zaenal Arifin Zakiyah, Zumrotuz