Jurnal RESISTOR (Rekayasa Sistem Komputer)
Vol. 2 No. 1 (2019): Jurnal RESISTOR Edisi April 2019

ALGORITMA BACKPROPAGATION DALAM MEMPREDIKSI JUMLAH KENDARAAN BERMOTOR YANG MEMBAYAR PAJAK MENURUT JENIS KENDARAAN DI KABUPATEN BATUBARA

Enjelica Rumapea (AMIK tunas Bangsa Pematangsiantar)
Bintang Bestari (AMIK Tunas Bangsa Pematangsiantar)
Joose Andar Laidin Manurung (AMIK tunas Bangsa Pematangsiantar)
Handrizal Handrizal (AMIK tunas Bangsa Pematangsiantar)
Solikhun Solikhun (AMIK tunas Bangsa Pematangsiantar)



Article Info

Publish Date
21 Apr 2019

Abstract

Tax is a source of funds for the state to overcome various problems such as social problems, improving welfare, prosperity of its people. In the Batubara district itself, the number of receipts of Motor Vehicle Taxes and the development of the number of motorized vehicles have increased but not offset by awareness of taxpayers, this is reflected in the amount of arrears and considerable fines at the Coal Samsat Office. Looking at these problems, a method that is effective in estimating the number of vehicles paying taxes in the Batubara district is needed. The data used is data from the Regency Statistics Agency. Coal through the website www.batubarakab.bps.go.id. The data is the number of motorized vehicles that pay taxes in the Coal district in the period of 2012 to 2017. The algorithm used in this study is Artificial Neural Networks with the Backpropagation method. Input variables used are 2012 data (X1), 2013 data (X2), 2014 data (X3), 2015 data (X4), 2016 data (X5) and 2017 data as targets with models training and testing architecture of 4 architectures namely 4-4-1, 4-8-1, 4-16-1, 4-32-1. The resulting output is the best pattern of ANN architecture. The best architectural model is 4-8-1 with epoch 3681, MSE 0.009744 and 100% accuracy. So that the prediction of the number of motorized vehicles that pay taxes is obtained in Batubara district.

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Journal Info

Abbrev

jurnalresistor

Publisher

Subject

Computer Science & IT Electrical & Electronics Engineering Energy Engineering

Description

Jurnal RESISTOR merupakan jurnal yang diterbitkan oleh Lembaga Penelitian dan Pengabdian Kepada Masyarakat (LPPM) STMIK STIKOM Indonesia, dengan P-ISSN 2598-7542 dan E-ISSN 2598-9650. Jurnal RESISTOR diterbitkan pertama kali pada bulan Oktober 2017 dan memiliki periode penerbitan sebanyak dua kali ...