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Journal : The Indonesian Journal of Computer Science

Jaringan Syaraf Tiruan Mendeteksi Penyakit Pneumonia Infeksi Saluran Pernafasan Akut Dengan Algoritma Backpropagation Yulia; Rendy; Arnomo, Sasa Ani
The Indonesian Journal of Computer Science Vol. 12 No. 1 (2023): The Indonesian Journal of Computer Science
Publisher : AI Society & STMIK Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33022/ijcs.v12i1.3129

Abstract

Acute Respiratory Infections (ARI) are a health problem that often affects children and adults. For adults, acute respiratory infections are mild or common, but in children under five, this disease is a threat that can cause death. One of the causes of death due to acute respiratory infections is incorrect diagnosis. This study aims to determine the level of accuracy and optimal neural network architecture in detecting ARI using the backpropagation method. This research was implemented using MATLAB software with several forms of network architecture. Symptoms of ARI that were used as input for detection of the disease consisted of 13 variables targeting non-pneumonia and pneumonia ARDs. Based on the research results, the architecture with the best configuration consists of 13 input layer neurons, 20 hidden layer neurons, and two output layer neurons with a binary sigmoid activation function (logs), a learning rate value of 0.5, an error tolerance value of 0.001, a maximum of the epoch of 216 and MSE 0.000997. Artificial neural networks with the backpropagation method used for weight adjustment can respond to training data and testing data well, marked by the resulting network accuracy of 100% in accordance with the desired target.
Co-Authors Abdul Hakim Abdul Majid Abdul Majid AGUS AGUS SETIAWAN Akmal Albina Bare Telan, Albina Bare Aldila Septiana Alkafi ANDALIA, RIZKI Andi Abel Andri Swandi Andy Anur Rohmin Arnomo, Sasa Ani Ayu Eka Sundariyanti Boby Arya Putra Burhan, Imron Carolina Wirola Deta Chaisya Aliffah Siswoyo Chitra, Fara Cut Nawalul Azka Desi Hariani Desi Sarli Dian Paramitha Asyari Dwitanta, Sucipto Eddy Jajang Jaya Atmadja Edi Suprasetya Effendi Nurzal Elvina Indah Syafriani2 Eni Karsiningsih Enni Rosida Sinaga Era Mardia Sari Eviana Sagala Fahirah Fajriah, Wina Fata Akram, Annas Fathmawati Febry Handiny Fitri Rahmah Fitriza, Rozi Gad Datak, Gad Gusni Rahma Gusrianti Hafizur Rahman Hajimi Harjoni Harjoni Helny Anggraini Henuriadi Herza Hummah, Wardhatul IBNU SANI Ika Suswanti Inggri Dwi Rahesi Inung Sylvia, Ester Ira Dama Yanti ira damayanti Irawan Irwandi Rizki Putra Iswono Iyan Izzatul Yajidah Jusmiati Kamaruzzaman Kumil Laila, Wahyu Leanada Dela Guita Lidia Br Tarigan Lukman Manovri Yeni Marlina Meta Rosdiana Meyi Yanti Monika Muksin, Ika Musbaing, Musbaing Musfirah Musfirah Musfirah Nabila Muchtar Nadia, Putri Nafisah Hanim Natriani Syam Naufal Qadri Syarif Nawalul Azka, Cut Nelly Mariyam Nesa Triyulita Nesa Nizwardi Azkha Novyandra Ilham Bahtera Nur Asia Nur Ilmi Nurmalia Zakaria Nurmiwiyati Nurul Alfhisyahri Nurul Amaliyah Nurul Hafipa Majid Nurul Prihastita Rizyana Nurul Qomariah Nurzal, Effendi Panny Agustia Rahayuningsih Paulina Purwasih, Rati Putri Ayu Rafika Fadillah Rahma, Gusni Rahmadhani, Miftahul Khairi Ramesia Ratnawati Rati Purwasih Rendy Rendy Ridho Saputra, Muhammad Rischa Aulia Widiawati Rita Tuken Ritha Tuken Rostiar Sitorus Roza, Jumita Sahara, Khalipatun Salikim Sepriono, Etda Shaliza, Fara Siti Amallia SRI RAHAYU Sulistriani Sunarsieh Suzanni, Mulia Aria Swandhi, Monica Kharisma Tasya Destria Putri Tesia Septiani Thaib, Cut Masyitah Usman Wahid , Abdul Welly Yonathan S Pasinggi Yonathan, Yonathan S Pasinggi Yudi Sapta Pranoto Yulia Yulia Yusuf, Yunita Zuhra Zulrahmadi