Penerapan Metode Double Exponential Smoothing untuk Memprediksi Penggunaan HIPPAM (Studi Kasus; Himpunan Pemakaian Air Masda)
Keywords:
prediksi, double exponential smoothing, mape, mse, mad, air bersihAbstract
Clean water is an essential resource, yet its distribution often faces challenges due to population growth, seasonal changes, and consumption patterns. The Public Water Users Association (HIPPAM) in Dengok Hamlet, Kandangsemangkon Village, Lamongan Regency, plays a vital role in meeting the community’s daily water needs. This study applies the Double Exponential Smoothing (DES) method to forecast HIPPAM water demand. Consumption data from 2020 to 2024 were used, with smoothing parameters alpha (α) and beta (β) set between 0 and 1. The forecasting performance was evaluated using MAPE (Mean Absolute Percentage Error), MAD (Mean Absolute Deviation), and MSE (Mean Squared Error). Results show that the DES method achieved high accuracy, with MAPE values below 1%. Furthermore, the forecasting system was implemented as a web-based application, enabling HIPPAM managers to monitor and plan water distribution more effectively.
References
[1] Anggraini, N., & Siregar, A. (2023). "Machine Learning dalam Prediksi Produksi Pangan di Indonesia." Jurnal Teknologi Pertanian
[2] Salmi, W., Djakaria, I., & Resmawan, R. (2020). PENERAPAN METODE EXPONENTIAL MOVING AVERAGE PADA PERAMALAN PENGGUNAAN AIR DI PDAM KOTA GORONTALO. Jambura Journal of Probability and Statistics, 1(2), 69–77. https://doi.org/10.34312/jjps.v1i2.7152
[3] Setia Budi, A., & Hadi Susilo, P. (2022). Sistem Prediksi Jumlah Penumpang Di Bandar Udara Juanda Surabaya Dengan Metode Double Exponential Smoothing. Generation Journal, 6(1), 31–36. https://doi.org/10.29407/gj.v6i1.16668A. Vyas, S. Yu, dan J. Paik, “Dasar-Dasar Pemrosesan Gambar Digital,” dalam A John Wiley & Sons , 2018, hlm. 3–11. doi: 10.1007/978-981-10-7272-7_1.
[4] Sudjana. (2020). Metode Statistika. Bandung: Tarsito.
[5] Suheri, A., Kusmana, C., Purwanto, M. Y. J., & Setiawan, Y. (2019). Model Prediksi Kebutuhan Air Bersih Berdasarkan Jumlah Penduduk di Kawasan Perkotaan Sentul City. Jurnal Teknik Sipil dan Lingkungan, 4(3), 207–218.
Downloads
Published
How to Cite
Issue
Section
License
Copyright (c) 2025 Jurnal Publikasi Ilmu Komputer dan Multimedia

This work is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License.





