Prediction of Monthly Rainfall with Using Monte Carlo Simulation in the Medan City Area
DOI:
https://doi.org/10.32736/sisfokom.v13i3.2307Keywords:
Rainfall, Monte Carlo Simulation, nature of rainfall, accuracy test results, predictionAbstract
The climate in Indonesia, which is a tropical region, is always uncertain and makes it difficult to predict weather conditions. Weather conditions can be influenced by rainfall, air temperature, wind speed, air humidity and light radiation intensity. Rainfall is relatively high and varies throughout the year, the average monthly rainfall is around 150-300 mm in the rainy season and 50-100 mm in the dry season. There are several characteristics of rainfall, namely convective rain, frontal rain and orographic rain. For this reason, a method is needed that can solve problems in predicting monthly rainfall properties using the Monte Carlo simulation method. From this study, the results of the prediction of rainfall properties were obtained with 36 data from 2021 to 2024 which had a MAPE test result of 12.28%. The test results came from the average calculation carried out on the Monte Carlo method prediction with 5 variables.References
Dian Puspita Chandra Dan Alethea Suryadibrata, Analisis Prediksi Curah Hujan Dan. 2019.
B. Prasetyo, H. Irwandi, Dan N. Pusparini, “Karakteristik Curah Hujan Berdasarkan Ragam Topografi Di Sumatera Utara,” J. Sains Teknol. Modif. Cuaca, Vol. 19, No. 1, Hal. 11, 2018,
Y. Andrian Dan P. H. Putra, “Analisis Penambahan Momentum Pada Proses Prediksi Curah Hujan Kota Medan Menggunakan Metode,” Vol. 2014, No. September, 2014.
Wenny Marta Dolok Saribu, “Prediksi Jumlah Penumpang Armada Bus Pt Raja Perdana Inti (Rapi) Dengan Simulasi Monte Carlo.” Hal. 5–24, 2017.
Yovi, Ringgo Dwika, Dan Eka, “Penerapan Metode Monte Carlo Pada Simulasi Prediksi Jumlah Calon Mahasiswa Baru Universitas Muhammadiyah Bengkulu,” J. Process., Vol. 17, No. 2, Hal. 74–81, 2022,
S. Peronika, J. Fisika, F. Matematika, D. A. N. Ilmu, P. Alam, Dan U. Sriwijaya, “Prediksi Curah Hujan Di Daerah Bandara Sultan Mahmud Badaruddin Ii Menggunakan Jaringan Syaraf Tiruan Dengan Metode Backpropagation Dan Radial Basis Function Network,” 2017.
F. T. Industri Dan U. I. Indonesia, “Prediksi Curah Hujan Menggunakan Metode Long Short Term Memory ( Studi Kasus : Kota Bandung ) Prediksi Curah Hujan Menggunakan Metode Long Short Term Memory ( Studi Kasus : Kota Bandung ),” 2022.
S. Andriani, D. M. Akhmad, Dan F. D. Wihartiko, “Pemodelan Monte Carlo Untuk Prediksi Sifat Hujan Harian,” Comput. J. Comput. Sci. Inf. Syst., Vol. 4, No. 2, Hal. 124, 2020,
H. Cipta, “Fuzzy Model Tahani As Decision Support System For Employee Promotion,” Int. J. Eng. Technol., Vol. 7, No. 2.5 Special Issue 5, Hal. 88–91, 2018
N. A. Dalimunthe, “Simulasi Prediksi Permintaan Kue Kacang Di Cv. Fawas Jaya Medan Menggunakan Metode Monte Carlo,” 2021,
D. E. Malla Avila, “Prediksi Curah Hujan Kecamatan Jawa Timur Menggunakan Algoritma Backpropagation Neural Network Berdasarkan Faktor Penentu Curah Hujan,” No. 8.5.2017. Hal. 2003–2005, 2022.
I. A. Hasugian, K. Muhyi, Dan N. Firlidany, “Simulasi Monte Carlo Dalam Memprediksi Jumlah Pengiriman Dan Total Pendapatan,” Cetak) Bul. Utama Tek., Vol. 17, No. 2, Hal. 1410–4520, 2022.
Eka Larasati Amalia, Yoppy Yunhasnawa, Dan A. R. Rahmatanti, “Sistem Prediksi Penjualan Frozen Food Dengan Metode Monte Carlo (Studi Kasus: Supermama Frozen Food),” J. Buana Inform., Vol. 13, No. 02, Hal. 136–145, 2022, [14] A. Nasir, Et, “Analisis Diagnostik Variabel Cuaca Untuk Estimasi Pola Curah Hujan Di Medan Menggunakan Model Bayesian Vector Autoregressive,” Vol. 9, Hal. 356–363, 2023.
B. P. S. S. Utara, “Data Curah Hujan Tahun 2021-2023.
Downloads
Additional Files
Published
Issue
Section
License
The copyright of the article that accepted for publication shall be assigned to Jurnal Sisfokom (Sistem Informasi dan Komputer) and LPPM ISB Atma Luhur as the publisher of the journal. Copyright includes the right to reproduce and deliver the article in all form and media, including reprints, photographs, microfilms, and any other similar reproductions, as well as translations.
Jurnal Sisfokom (Sistem Informasi dan Komputer), LPPM ISB Atma Luhur, and the Editors make every effort to ensure that no wrong or misleading data, opinions or statements be published in the journal. In any way, the contents of the articles and advertisements published in Jurnal Sisfokom (Sistem Informasi dan Komputer) are the sole and exclusive responsibility of their respective authors.
Jurnal Sisfokom (Sistem Informasi dan Komputer) has full publishing rights to the published articles. Authors are allowed to distribute articles that have been published by sharing the link or DOI of the article. Authors are allowed to use their articles for legal purposes deemed necessary without the written permission of the journal with the initial publication notification from the Jurnal Sisfokom (Sistem Informasi dan Komputer).
The Copyright Transfer Form can be downloaded [Copyright Transfer Form Jurnal Sisfokom (Sistem Informasi dan Komputer).
This agreement is to be signed by at least one of the authors who have obtained the assent of the co-author(s). After submission of this agreement signed by the corresponding author, changes of authorship or in the order of the authors listed will not be accepted. The copyright form should be signed originally, and send it to the Editorial in the form of scanned document to sisfokom@atmaluhur.ac.id.