Jurnal Pengembangan Teknologi Informasi dan Ilmu Komputer
Vol 1 No 7 (2017): Juli 2017

Implementasi Jaringan Syaraf Tiruan Backpropagation untuk Mendiagnosis Penyakit Kulit pada Anak

Rokky Septian Suhartanto (Fakultas Ilmu Komputer, Universitas Brawijaya)
Candra Dewi (Fakultas Ilmu Komputer, Universitas Brawijaya)
Lailil Muflikah (Fakultas Ilmu Komputer, Universitas Brawijaya)



Article Info

Publish Date
02 Jun 2017

Abstract

Immune systems owned by children who are weaker than adults make children more susceptible to disease. Skin disease is one of them, this is because the skin is the sense of touch for humans. The similarity of symptoms of any skin disease makes the layman difficult to distinguish the illness in suffering whereas every type of disease has a different treatment. In this study implements artificial neural network method backpropagation to study the past data in order to diagnose skin diseases in children. The input used in the form of symptoms of all diseases amounted to 19 then represented into binary 0 and 1 where the value will be worth 1 if experiencing the symptoms and vice versa. The activation function used is sigmoid binner. The initial weights are obtained using Nguyen-Widrow which will then be done by repeatedly learning so that the result of the network that gives the correct response to the input. Based on the result of the test, the optimal parameters are 4 hidden neurons, learning rate 0.4 and epoch maximum 300000 and The results of the accuracy of the study reached 87.22% which indicates that this backpropagation method can be used in diagnosing skin diseases in children.

Copyrights © 2017






Journal Info

Abbrev

j-ptiik

Publisher

Subject

Computer Science & IT Control & Systems Engineering Education Electrical & Electronics Engineering Engineering

Description

Jurnal Pengembangan Teknlogi Informasi dan Ilmu Komputer (J-PTIIK) Universitas Brawijaya merupakan jurnal keilmuan dibidang komputer yang memuat tulisan ilmiah hasil dari penelitian mahasiswa-mahasiswa Fakultas Ilmu Komputer Universitas Brawijaya. Jurnal ini diharapkan dapat mengembangkan penelitian ...