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All Journal Jurnal Penelitian Komunikasi dan Opini Publik Jurnal Teknologi dan Sistem Komputer Indonesian Journal of Electrical Engineering and Computer Science INTERNATIONAL JOURNAL OF EDUCATION, INFORMATION TECHNOLOGY, AND OTHERS
Fitriyaningsih, Ike
Institut Teknologi Del
Arts Humanities Computer Science & IT Education Electrical & Electronics Engineering Languange, Linguistic, Communication & Media Social Sciences Other

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Journal : Jurnal Teknologi dan Sistem Komputer

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Prediksi Kejadian Banjir dengan Ensemble Machine Learning Menggunakan BP-NN dan SVM Ike Fitriyaningsih; Yuniarta Basani
Jurnal Teknologi dan Sistem Komputer Volume 7, Issue 3, Year 2019 (July 2019)
Publisher : Department of Computer Engineering, Engineering Faculty, Universitas Diponegoro

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (211.983 KB) | DOI: 10.14710/jtsiskom.7.3.2019.93-97

Abstract

This study aims to examine the prediction of rainfall and river water debit using the Back Propagation Neural Network (BP-NN) method. Prediction results are classified using the Support Vector Machine (SVM) method to predict flooding. The parameters used to predict rainfall with BP-NN are minimum, maximum and average temperature, average relative humidity, sunshine duration, and average wind speed. The debit of Ular Pulau Tagor river is predicted by BP-NN. BPNN and SVM modeling using software R. Daily climate data from 2015-2017 were taken from three stations, namely Sampali climatology station, Kualanamu meteorological station, and Tuntung geophysics station. Prediction of river water debit is for 6 days and 30 days in the future. The best dataset is a 6 day prediction with a combination of 60% training and 40% testing. Flood prediction accuracy with SVM was 100% in predicting flood events for the next 6 days.
Co-Authors Anjelin Hutauruk Basani, Yuniarta David Muliadi Butar-Butar Jane Mitaria Sinambela Kyrie Cettyara Eleison Lit Malem Ginting Pasaribu, Monalisa Sarah Christine Tampubolon Sari Uli Inggrid Hutahaean Sopian Manurung Teamsar Muliadi Panggabean