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All Journal KOMPUTIKA - Jurnal Sistem Komputer JMECS (Journal of Measurements, Electronics, Communications, and Systems) Indonesian Journal of Physics (IJP) eProceedings of Engineering Community Service Seminar and Community Engagement (COSECANT) Jurnal INFOTEL Telkatika: Jurnal Telekomunikasi Elektro Komputasi & Informatika
Asep Suhendi
Telkom University
Astronomy Computer Science & IT Control & Systems Engineering Earth & Planetary Sciences Economics, Econometrics & Finance Electrical & Electronics Engineering Energy Engineering Industrial & Manufacturing Engineering Materials Science & Nanotechnology Other

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Journal : Jurnal INFOTEL

 1 
Convolutional Neural Networks Based on Raspberry Pi for a Prototype of Vocal Cord Abnormalities Identification Hertiana Bethaningtyas D.K.; Muhammad Agfian Fadillah; Lulu Millatina Rachmawati; Maiisy Jahja; Asep Suhendi
JURNAL INFOTEL Vol 12 No 3 (2020): August 2020
Publisher : LPPM INSTITUT TEKNOLOGI TELKOM PURWOKERTO

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.20895/infotel.v12i3.487

Abstract

This study aims to make a device prototype for identifying vocal cord abnormalities based on Raspberry Pi. This prototype could classify the abnormalities into seven classes, i.e., cysts, granulomas, nodules, normal, papilloma, paralysis, and no vocal cords. The applied method to classify is a deep learning algorithm, mainly using Convolutional Neural Network (CNN). In building the CNN model, we used a statistical method to form a model training scenario, also modified the AlexNet architecture model by optimizing the parameters. The optimized parameters in the test scenario obtained 95.35% accuracy. The CNN model implemented on the Raspberry Pi, and the test results obtained 79.75% accuracy.
Co-Authors Abdi Wahyu Sejati Abrar Ismardi Achmad Raihan Adam Zakiy Hizbullah Adisal Krisnatal Agus Ganda Permana Agus Jatmiko Ahmad Mahmuda Ahmad Qurthobi Amaliyah Rohsari Indah Utami Andi Aditya Pratama Andre Swardana Anggi Ari Pranasa Anggraeni Dwi Setyowati Anindya Nur Azizah Annisa Fardhani Bahalwan Arief Elang Raharja Asep Hidayat Ayu Amalia Ayu Novita Sari Bagus E. B. Nurhandoko Bahtiar Yoga Prasetyo Bima Ilham Naufal Binandika Arya Wangsa Casmika Saputra Daffa Zakaria Dani Gustaman Syarief Dedi Supriadi Dewa Buana Muharmadin Dinan Achmad Fauzan Dudi Darmawan Dyatmiko Tri Kadhono Edy Wibowo Eka Vonia Nurcahyani Endang Rosdiana Erni Dwi Sumaryatie Fadillah, Muhammad Agfian Faizal Ghearama Girindra Fajril Ambia Falery Widyawan Fikri Rangga Halim Fiqih Maulana Hasbi Fira Fauziah Hammur Furqan Vaicdan Ghani Gumilang Heliadi Gilang Saputro Guntur Bhatara Sutra Gusti Lucky Lerian Hafidudin . Hafidz Esya Wijdani Heni Dwi Juniar Hertiana Bethaningtyas Hertiana Bethaningtyas D.K. Hertiana Bethaningtyas Dyah K Hertiana Bethaningtyas Dyah Kusumaningrum I Wayan Adi Wicaksana Ibrahim Fahri Fuady Ihsan Maulidin Ilham Hamdi Indra Chandra Indra Wahyudhin Fathonah Indri Eka Savitri Isma Rekathakusuma Ismudiati Puri Handayani Jahja, Maiisy Kartika Dian Kurniasari Kaswandhi Triyoso Lulu Millatina Rachmawati M. Thurisina Choliq Mahatman L. Budi Maiisy Jahja Mamat Rokhmat Mochamad Reza AS Mochamad Roffa Firdaus Muhamad Ikhsan Muzayin Muhamad Ramdlan Kirom Muhammad Agfian Fadillah Muhammad Bahar Rizqi Muhammad Ilham Kurniawan Muhammad Iqbal Muhammad Luthfian Dhiya Urramdhan Muhammad Yugi Imanudin Mujaddid Shibghotul Islam Mulkan Azhiman Nouval Abdullah Novi Prihatiningrum Nugroho Wisnu Murti Nurwulan Nurwulan Osep Prasetyo Porman Pangaribuan Rachmawati, Lulu Millatina Rahmat Awaludin Rahmat Awaludin Salam Reksa Putra Reza Fauzi Iskandar Riandi Oktovian Ridho Adjie Pratama Rio Samuel Rizky Abet Panjaitan Royhan Ardhi Bachtiar Satria Pambudi Sena Banyuaji Shelvy Adila El Safura Soeparwoto Dharmoputra Sony Sumaryo Sundayani Sundayani Suprayogi Suprayogi Suwandi Suwandi Tania Verasta Teguh Widodo Theresia Deviyana Gunawan Tri Ayodha Ajiwiguna Triyo Krismantoro Vichi Nugroho Wahyu E. Abdianto Walid Ramdhani Weldzikarvina Weldzikarvina Wisnu Abdiguna Surahman Murti Wisnu Jinawi Yahya Arwiya Yanuar Herlambang Yasir Yasir Yayu Gandis Canceria Zuhal Sigit Rinaldi