Indonesian Journal of Electronics and Instrumentation Systems
Vol 9, No 2 (2019): October

Klasifikasi Tingkat Kemurnian Bahan Bakar Minyak Berdasarkan Cepat Rambat Gelombang Menggunakan Algoritma K-Nearest Neighbor

Rangga Pujianto Wijaya (Program Studi Elektronika dan Instrumentasi, FMIPA, UGM, Yogyakarta)
Abdul Rouf (Departemen Ilmu Komputer dan Elektronika, FMIPA UGM, Yogyakarta)
Tri Wahyu Supardi (Departemen Ilmu Komputer dan Elektronika, FMIPA UGM, Yogyakarta)



Article Info

Publish Date
31 Oct 2019

Abstract

The need for fuel oil has increased along with the increase of population, the number of vehicles and industries. An increase in demand for fuel oil is used by some people to make a profit by selling mixed fuel oil at the same price as the price set by the government. The purpose of this study is to create a prototype device that can characterize the type of fuel oil and create a classification system to determine the level of fuel purity with 40 kHz ultrasonic waves based on the parameters of wave velocity using the K-Nearest Neighbor (KNN) algorithm.This device works by using a 40 kHz ultrasonic wave that is connected to an ultrasonic transmitter. The propagated wave will be received by the ultrasonic receiver. The wave received by the receiver will be amplified and connected to the comparator circuit so that it can be processed by a microcontroller. Data obtained using this tool are wave travel time, wave velocity, density, and attenuation. The data used for classification systems using the KNN algorithm is wave velocity.Classification using the KNN algorithm can identify the level of fuel purity based on the parameters of the wave velocity obtained from ultrasonic wave gauges with an accuracy of 72.50%. Wave velocity which is measured using ultrasonic waves is directly proportional to the actual speed with the largest percentage of deviations that is 0.34%.

Copyrights © 2019






Journal Info

Abbrev

ijeis

Publisher

Subject

Electrical & Electronics Engineering

Description

IJEIS (Indonesian Journal of Electronics and Instrumentation Systems), a two times annually provides a forum for the full range of scholarly study. IJEIS scope encompasses all aspects of Electronics, Instrumentation and Control. IJEIS is covering all aspects of Electronics and Instrumentation ...