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Andre Kurniawan
Program Studi Sistem Informasi STMIK PPKIA Pradnya Paramita Malang
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Journal : Mestaka: Jurnal Pengabdian Kepada Masyarakat

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Analisis Efektivitas Pengenalan Perintah Suara Menggunakan Algoritma Machine Learning untuk Mendukung Pembelajaran Digital di Wilayah Bengkulu Putra, Fherdi Hunata; Albar, Ahmad Rere; Kurniawan, Andre; Okta, Leo; Akbar, Anggi Sunata Nur; Fitriah, Fitriah; Muntahanah, Muntahanah
Mestaka: Jurnal Pengabdian Kepada Masyarakat Vol. 4 No. 4 (2025): Agustus 2025
Publisher : Pakis Journal Institute

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Abstract

This study aims to evaluate the effectiveness of a voice command recognition system based on Machine Learning algorithms in supporting digital learning at Panti Asuhan Kasih Sayang, Bengkulu City. Four models were tested: DNN, LSTM, CNN, and Transformer. The Transformer model demonstrated the best performance with an accuracy of 93.4%, precision of 91.8%, recall of 92.1%, and F1-score of 92.0%, followed by LSTM with 90.2% accuracy, and DNN as the baseline with 84.7%. The system was tested in real-time with an average latency of 320ms and handled up to 28 voice commands per minute. The use of this system increased participants’ post-test scores by an average of 18 points and enhanced learning engagement by 85%. Qualitative data from interviews and focus group discussions indicated that the system supported students who struggle with text-based interfaces and was perceived as interactive and easy to use. These findings show that ASR based on Machine Learning is effective in low-resource settings and supports more inclusive learning aligned with the principles of Society 5.0.
Co-Authors Abdul Aziz Abdul Muntholib Adelia, Riska Adi Susanto Adi, Davina Mutiara Aditya, Muhammad Riyan Agusmanto, Anditia Agustian, Rizki Agustina Ahmed, Shabir Akbar, Anggi Sunata Nur Akbar, Arifki Al Rahman, Muhammad Fadil Albar, Ahmad Rere Alifah, Muhammad Nabil Alimin, Masnaini Amanda, Taswah Ananda, Novri Surya Anaperta, Yoszi Mingsih ANDIKA SAPUTRA Andriani, Welli Andriano, Beni Anik Indriono Anshorullah, Muhammad Auzan Antoni, Djaman Fredereik Julian Anwar, Roki Putra Apri Wiyono Arafat, Andril Arbina Satria Afiatan Ardianto, Hery Arfianti, Fina Ariani, Sinta Ariqoh, Salsabila Hanifatul Arwizet Arwizet, Arwizet Astri, Andi Azim, Muhammad Bahrul Amin Benny Hamdi Rhoma Putra Budi Syahri Bulkia Rahim Cygni, Alpha Delima Yanti Sari Desyanti, Lavenia Regita Dionova, Aldi Djulaeka Djulaeka Dori Yuvenda Dwi Yahya, Muhammad Ighfar Egis, Egis Eko Indrawan Fadhila, Andini Fatriyanto, Fatriyanto Fauza, Anna Niska Febri Prasetya Fitriah Fitriah Fortuna, Aprilla Furqan, Teuku Kamal Hadi, Farhan Halmadid, Muhammad Habib Hardi, Fidel Apria Harmanto, Dani Harsono, Samuel Budi Hermawansyah, Angga Hernawan, Ahmad Hidayat, Rohman Hindriyanto Dwi Purnomo Iqrha, Muhammad Irfan, Abdillah Irzal, Irzal Isranda, Chelsy Jamiatin, Fani Jasman Jasman Jason Merari Peranginangin Jayusman Jayusman Kassymova, Gulzhaina Kuralbayevna Khafid Mahbub Kurnia, M. Chalid Lavenia Regita Desyanti M. Yasep Setiawan mahbub, khafid Mahfur, Mahfur Maresta, Felia Marisa, Susi Meiliasari, Aninda Dewi Melinda, Fitria Mochamad Husni Muhammad Rizki Muhammad Walid Mulianti Mulianti Muntahanah, Muntahanah Nanang Qosim Nurdin Hendri Okta, Leo Paramita, Adelia Prasetya, Kresna Adi Pratama, Maulana Hafidz Primawati Primawati, Primawati Purwantono Purwantono, Purwantono Putra, Fherdi Hunata Putra, Randi Purnama Putri, Riska Amalia Rahmi, Sofianatur Raihan, Muhammad Ramadhan, Fajri Refdinal, Refdinal Remon Lapisa Reza Pahlevi RIDHO KURNIAWAN, RIDHO Rizka, Berril Habibil Rozandi, Azel Sart, Theresi Reselyn Amabilis Setia, Putri Bunga Shofaro, Mulyanti Siahaan, Preti Aisyah Simon, Ryan Ananda Sona, Sukma Sri Rizki Putri Primandari Syahputra, Yogi Syahril Syahril Syamsul Bahri Biki Syaputra, Ardiansyah Vernando, Willy Hardi Wanda Afnison Waskito Waskito Waskito, Waskito Widia, Mirta Win, Sein Laer Yi Wulansari, Rizky Ema Yahya, Muhammad Ighfar Dwi Yolli Fernanda Yosi Alwinda, Yosi Yufrizal Yufrizal, Yufrizal Yuli Yuli, Yuli Yusuf Faraby, Muhammad Zainal Abadi Zakki, Muhammad Zulianty, Renita