Jurnal Pengembangan Teknologi Informasi dan Ilmu Komputer
Vol 3 No 1 (2019): Januari 2019

Implementasi Background Subtraction Untuk Klasifikasi Keripik Kentang Berbasis Raspberry Pi Menggunakan Metode Naive Bayes

Yongki Pratama (Fakultas Ilmu Komputer, Universitas Brawijaya)
Fitri Utaminingrum (Fakultas Ilmu Komputer, Universitas Brawijaya)
Wijaya Kurniawan (Fakultas Ilmu Komputer, Universitas Brawijaya)



Article Info

Publish Date
30 Aug 2018

Abstract

Potatoes are a kind of vegetables that can be processed into various foods, one of which is the chips. Many big companies in Indonesia produce potato chips. One of them is Istana Factory located in Batu Tourism City. The potatoes processed have various sizes from the largest size (Super), medium size (AB), and then the smallest size (A). The process of sorting at the factory has been done by human manually, then it will produce less relative output. Therefore, it is needed a research about a tool that can sort the potato chips automatically. In this study, the system made is in the form of conveyor, which a webcam is installed as a censor to take pictures from potato chips, then those are processed in Raspberry Pi using image processing of Background Subtraction method. Potato chips will be classified based on size read by the system by using the w and h value parameters or the width and height of the bounding box of potato chips that are converted to actual size by millimeters. The value is used as a reference to be classified with the Naive Bayes method. Naive Bayes is used for the classification method because it is a method that has high performance and has excellent accuracy for classification. From the results of test conducted Background Subtraction can read the image of potatoes well. The reading of potato chip size from the system gets a small error of 3.73%. Then the accuracy obtained with Naive Bayes method in chips classification with 90 training data and 30 test data is worth 93.33 having an average processing time speed of 1.7 ms from 30 times of the test. Then it is performed a test of hardware servo that has been running based on the system.

Copyrights © 2019






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 ...