PENGGUNAAN METODE DOUBLE EXPONENTIAL SMOOTHING BROWN UNTUK MERAMALKAN KASUS POSITIF COVID-19 DI PROVINSI PAPUA
Abstract
Forecasting is an activity to predict events that will occur in the future. The data used in this study is data on the addition of positive cases of COVID-19 per day in Papua Province from March 21, 2020 to November 25, 2020. The forecasting method used for data that has an element of trend is the double exponential smoothing brown method. The number of additional positive cases of COVID-19 which tends to increase is assumed to be a trend. In this study, the used is = 0.10 which is obtained based on the smallest SSE, MSE, and MAE values. Forecasting the addition of positive cases of COVID-19 in Papua Province for the next 7 days, namely November 26, 2020 to December 2, 2020, obtained additional positive cases of COVID-19 per day as many as 81, 82, 82, 83, 83, 84, and 84.
References
Biri, R., Langi, Y. A. ., & Paendong, M. S. (2013). Penggunaan Metode Smoothing Eksponensial Dalam Meramal Pergerakan Inflasi Kota Palu. Jurnal Ilmiah Sains, 13(1), 68–73.
Guo, Y.-R., Cao, Q.-D., Hong, Z.-S., Tan, Y.-Y., Chen, S.-D., Jin, H.-J., Tan, K.-S., Wang, D.-Y., & Yan, Y. (2020). The origin, transmission and clinical therapies on coronavirus disease 2019 (COVID-19) outbreak - an update on the status. 7(11), 1–10.
Gurianto, R. N., Purnamasari, I., & Yuniarti, D. (2016). Peramalan Jumlah Penduduk Kota Samarinda dengan Menggunakan Metode Pemulusan Eksponensial Ganda dan Tripel Dari Brown. Jurnal Eksponensial, 7(1), 23–32.
Isbaniyah, F., & Susanto, A. D. (2020). Pneumonia Corona Virus Infection Disease-19 (COVID-19). 70(4), 87–94.
Iswahyudi, C. (2016). Pengantar Forecasting ( Teknik Peramalan ). Stikom Bali.
Nazim, A., & Afthanorhan, A. (2014). A comparison between Single Exponential Smoothing (SES), Double Exponential Smoothing (DES), Holt’s (Brown) and Adaptive Response Rate Exponential Smoothing (ARRES) Techniques in forecasting Malaysia Population. Global Journal of Mathematical Analysis, 2(4), 276–280.
Pratama, D. A., Dzulfida, A. L., Huwaida, J. K., Prabowo, A., & Br.Sb., A. T. (2016). Aplikasi Metode Double Exponential Smoothing Brown Dan Holt Untuk Meramalkan Total Pendapatan Bea Dan Cukai. 116–127.
Pujiati, E., Yuniarti, D., & Goejantoro, R. (2016). Peramalan Dengan Menggunakan Metode Double Exponential Smoothing Dari Brown (Studi Kasus : Indeks Harga Konsumen (IHK) Kota Samarinda). Jurnal Eksponensial, 7(1), 33–40. http://jurnal.fmipa.unmul.ac.id/index.php/exponensial/article/view/23
Sari, M. K. (2020). Sosialisasi tentang Pencegahan Covid-19 di Kalangan Siswa Sekolah Dasar di SD Minggiran 2 Kecamatan Papar Kabupaten Kediri. Jurnal Karya Abdi, 4(1), 80–83.
Sugihantono, A., Burhan, E., Samuedro, E., Aryati, Rinawati, W., Sitompul, P. A., Susilo, A., Ginanjar, E., Soeroto, A. Y., Isbaniah, F., Kusumowardhani, D., Wihastuti, R., Pulungan, A. B., Indawati, W., Saputro, D. D., Alam, A., Manalu, R., Satari, H. I., Manullang, S. H., … Suiwi, M. E. (2020). Pedoman Pencegahan dan Pengendalian Coronavirus Diseases (COVID-19). Kementerian Kesehatan RI. https://covid19.go.id/storage/app/media/Protokol/REV-05_Pedoman_P2_COVID-19_13_Juli_2020.pdf
Sungkawa, I., & Megasari, R. T. (2011). Penerapan Ukuran Ketepatan Nilai Peramalan Data Deret Waktu Dalam Seleksi Model Peramalan Volume Penjualan PT Satriamandiri Citramulia. ComTech, 2, 636–645.
Susilo, A., Rumende, C. M., Pitoyo, C. W., Santoso, W. D., Yulianti, M., Herikurniawan, H., Sinto, R., Singh, G., Nainggolan, L., Nelwan, E. J., Chen, L. K., Widhani, A., Wijaya, E., Wicaksana, B., Maksum, M., Annisa, F., Jasirwan, C. O. M., & Yunihastuti, E. (2020). Coronavirus Disease 2019: Tinjauan Literatur Terkini. Jurnal Penyakit Dalam Indonesia, 7(1), 45–67.
Syakura, A., Hendaryani, O., & Ramadhan, R. (2016). Analisis Penggunaan Peramalan dalam Meminimalkan Biaya Simpan Produk Linzhi Plus pada CV. HN. 15(2), 93–104.
Teshome. (2020). Forecasting the Number of Coronavirus ( COVID-19 ) Cases in Ethiopia Using Exponential Smoothing Times Series Model. December 2019.
Yuniastari, N. L. A. K., & Wirawan, I. W. W. (2014). Peramalan Permintaan Produk Perak Menggunakan Metode Simple Moving Average Dan Single Exponential Smoothing. Jurnal Sistem Dan Informatika, 9(1), 97–106.