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

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Journal : Jurnal INFOTEL

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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 Abdussalam, M. Yusup Abrar Abrar Abrar Abrar Ismardi Adam Zakiy Hizbullah Adisal Krisnatal Adlini, Nima Agus Ganda Permana Agus Jatmiko Ahmad Mahmuda Ahmad Qurthobi Akbar, Iqbal Nur Amaliyah Rohsari Indah Utami Andi Aditya Pratama Andre Swardana Anggi Ari Pranasa Anggraeni Dwi Setyowati Anindya Nur Azizah Annisa Fardhani Bahalwan Annisa Puji Lestari Anugrah, Fadli Septian Arief Elang Raharja ARIS HARTAMAN AS, Mochamad Reza Asep Hidayat Awaludin, Rahmat Ayu Amalia Ayu Novita Sari Baehaqi Bagus E. B. Nurhandoko Bahtiar Yoga Prasetyo Binandika Arya Wangsa Casmika Saputra Daffa Zakaria Dani Gustaman Syarief Dedi Supriadi Dewa Buana Muharmadin Dudi Darmawan Dyatmiko Tri Kadhono Edy Wibowo Eka Vonia Nurcahyani Endang Rosdiana Erni Dwi Sumaryatie Fadillah, Muhammad Agfian Fadli Septian Anugrah Faisal Faisal Faizal Ghearama Girindra Fajril Ambia Falery Widyawan Fathona, Indra Fathonah, Indra Wahyudin Fauzan, Dinan Achmad Fikri Rangga Halim Fiqih Maulana Hasbi Fira Fauziah Hammur Furqan Vaicdan Ghani Gumilang Heliadi Gilang Saputro Gunawan, Theresia Deviyana Guntur Bhatara Sutra Gusti Lucky Lerian Hafidudin . Heni Dwi Juniar Heroe Wijanto Hertiana Bethaningtyas D.K. Hertiana Bethaningtyas Dyah K Hertiana Bethaningtyas Dyah Kusumaningrum Husniah, Zahira Aulia I Wayan Adi Wicaksana Ibrahim Fahri Fuady Ihsan Maulidin Ilham Hamdi Imanullah, Noorharsy Indra Chandra Indra Wahyudin Fathonah Irham Mulkan Rodiana Isma Rekathakusuma Ismudiati Puri Handayani Jahja, Maiisy Kartika Dian Kurniasari Kaswandhi Triyoso Kirom, Mukhammad Ramdlan Krismantoro, Triyo Lulu Millatina Rachmawati M. Thurisina Choliq Mahatman L. Budi Maiisy Jahja Mamat Rokhmat Mayundri, Siti Ashila Farikha Mochamad Roffa Firdaus Muhamad Ramdlan Kirom Muhammad Agfian Fadillah Muhammad Bahar Rizqi Muhammad Ilham Kurniawan Muhammad Luthfian Dhiya Urramdhan Muhammad Yugi Imanudin Muhammad Yusuf Darmawan Mujaddid Shibghotul Islam Mulkan Azhiman Muzayin, Muhamad Ikhsan Nabilah, Jihan Fadhil Naufal, Bima Ilham Nouval Abdullah Novi Prihatiningrum Nugroho Wisnu Murti Nugroho, Vichi Nurwulan Fitriyanti Nurwulan, Nurwulan Octaviani, Yeni Osep Prasetyo Permana, Muhamad Arif Porman Pangaribuan Pradharona, Qualita Imami Prasetyo, Eko Nur Andre Purnomo, Garin Ari Putra, Febrian Dwi Qurtobi, Ahmad Rabbani, Rafif Hilmy Rachmawati, Lulu Millatina Rafsanjani, Mukhammad Fahlevi Ali Rahmadani, De Putri Permata Rahmat Awaludin Salam Raihan, Achmad Ramadhan, Fatih Sultan Ramadhan, Muhammad Rizqi Syah Ramdhani, Walid Rashyad, Muhammad Kevan Azzriel Reksa Putra Reza Fauzi Iskandar Riandi Oktovian Ridho Adjie Pratama Rio Samuel Rional, Mutia Anadela Rizky Abet Panjaitan Royhan Ardhi Bachtiar Satria Pambudi Savitri, Indri Eka Sena Banyuaji Septiono, Reza Fahreza Shelvy Adila El Safura Shofa, Nabila Soeparwoto Dharmoputra Soeroyo, Iftikar Fadhlirohman Sony Sumaryo Subatra, Much. Reyfal Sugiarto, Eka Sundayani Sundayani Suprayogi Suprayogi Suprayogi Suprayogi Suwandi Suwandi Suyatna, Sefani Fitria Tampubolon, Josua Suhendra Tania Verasta Teguh Widodo Theresia Deviyana Gunawan Tri Ayodha Ajiwiguna Wahyu E. Abdianto Weldzikarvina Weldzikarvina Wijdani, Hafidz Esya Wisnu Abdiguna Surahman Murti Wisnu Jinawi Wulandari, Arda Pramesti Yahya Arwiya Yanuar Herlambang Yasir Yasir Yayu Gandis Canceria Yusril, Mohamad Zuhal Sigit Rinaldi