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All Journal Seminar Nasional Aplikasi Teknologi Informasi (SNATI) Jurnal GEMATIKA Journal JCONES Jurnal Teknologi Informasi dan Ilmu Komputer Jurnal Teknologi Elektro Teknika: Engineering and Sains Journal Jurnal Abadimas Adi Buana Prosiding Seminar Nasional Sains dan Teknologi Terapan Multitek Indonesia : Jurnal Ilmiah JAVA Journal of Electrical and Electronics Engineering ASAWIKA: Media Sosialisasi Abdimas Widya Karya Indonesian Journal of Electrical Engineering and Computer Science Journal of Computer, Electronic, and Telecommunication (COMPLETE) MATRIX : JURNAL MANAJEMEN TEKNOLOGI DAN INFORMATIKA Literasi: Jurnal Pengabdian Masyarakat dan Inovasi JEECS (Journal of Electrical Engineering and Computer Sciences) Emitor: Jurnal Teknik Elektro Indonesian Journal of Electronics, Electromedical Engineering, and Medical Informatics
Pauladie Susanto
Universitas Dinamika
Humanities Chemical Engineering, Chemistry & Bioengineering Chemistry Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Health Professions Industrial & Manufacturing Engineering Materials Science & Nanotechnology Mechanical Engineering Public Health Social Sciences Other

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Fan Speed Level Control Using Three-Language Voice Commands Based on YAMNet Audio Classification in Deep Learning Heri Pratikno; Giga Razki Arianda; Pauladie Susanto; Musayyanah
Journal of Computer, Electronic, and Telecommunication (COMPLETE) Vol. 6 No. 2 (2025): December
Publisher : Telkom University

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52435/complete.v6i2.725

Abstract

The process of interaction between humans, computers, and electronic equipment can now be made more interactive, natural, and intuitive. In several previous studies, this interactive process was carried out through sensors or detection of finger gestures using computer vision based on MediaPipe. In this research, we designed and built a system that can control the fan rotation speed level using voice commands from three languages, namely Indonesian, English, and Javanese in real time through an audio classification process with YAMNet. The research results in the training process with 15 epochs had 100% accuracy, loss 0.46, ROC curve class 0 (fan off) was 100%, class 1 (low rotation fan) was 100%, class 2 (medium rotation fan) was 99%, and class 3 (high rotation fan) was 100%. Meanwhile, the results of testing the subset test dataset model using 15 epochs for all commands produced a percentage value of 97.5%.
Co-Authors Abseno, Anan Pepe Achmad Fajar Shodiq Adam Fiqih Ristanto Adamson, David Ahmad Alviand Ilmi Ananta, Syahreza Andy, An Pherta Bimantoro, Mohammad Nur Budi Hari Nugroho Charisma Dimas Affandi Charisma Dimas Affandi Charisma Dimas Affandi Charisma Dimas Affandi Christianto, Edo Dwi Dwi Wahyu Saputra Ebiet van Heriyanto Ernawati, Fifin Fahmi, Mukhamad Awaludin Fandi Surya Permana Febriansyah, Rizky Alief Fifin Ernawati Fifin Ernawati Fikri Santoso Harjowinoto Galih Kusuma Wardana Giga Razki Arianda Harianto Harianto Harianto Harianto Harianto Helmy Widyantara Hendra Daniswara Heri Pratikno Hidayat, Rendi Arief I Dewa Gede Rai Mardiana Ihyaudin Ihyaudin Indra Maya Ira Puspasari Ira Puspasari Ira Puspasari Jimmy Rosandy Jusak Jusak Kristin Lebdaningrum Kusbiono Wisnu Pambudi Mahathir, Andi Muhammad Malik, Alief Nurul Mandaru, Michael Andriano Mochammad Zen Samsono Hadi Muhammad Afif Abdullah Muhammad Syakir Kautsar Musayyana Musayyanah Musayyanah Musayyanah Pradita Maulidya Efendi Praktikno, Heri Prayogo, Tangguh Susilo Prima Kristalina Rachman, Farid Nur Raga Permana, Zendi Zakaria Rendi Haris Nofianto Reza Alauddin Albanna Rizky Alief Febriansyah Rosidi, Dzikri Fahmi Siahaan, Aron Octavianus Stefanus Ardyanto Tandra, Stefanus Ardyanto Suchinda, Rahmawan Susijanto Tri Rasmana Theodorus Visser Inulima Therzian Richard Perkasa Ulum, Mambaul Weny Indah Kusumawati Widiyanatha, Heddy Yanuhar Prabowo Yazid, Abdul Yosefine Triwidyastuti Yosefine Triwidyastuti Yosefine Triwidyastuti