Rainfall Forecasting in Makassar City Using Triple Exponential Smoothing Method

I. Irwan, M. Abdy, Ersa Karwingsi, A. Ahmar
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Abstract

The purpose of this study is to determine the appropriate forecasting method for predicting rainfall in Makassar City in 2022. This research is based on the problems that are often experienced by the people of Makassar City, namely the occurrence of flooding which results in traffic jams due to high  x rainfall which continuously occurs. for several days in a row. With this research, people can see the prediction of rainfall and anticipate flooding in Makassar City. The results of the Makassar city rainfall data plot experience increases and decreases (fluctuations), which tend to repeat every year. This shows that Makassar City's rainfall contains seasonal factors. Therefore the method used is one-parameter Brown triple exponential smoothing, three-parameter Holt-Winters additive and Holt-Winters multiplicative. The forecasting results show that the correct method to use is the Holt-Winters multiplicative method with a parameter value of a=0.001 β=0.15 γ=0.002 which produces a minimum value of MAPE = 1.18 MAD = 136.23 compared to the Brown and Holt-Winters methods additive. Forecasting results using the Holt-Winters multiplicative method show that the highest rainfall occurs from December to April 2022.
利用三指数平滑法预测望加锡市降雨
本研究的目的是确定2022年望加锡市降雨预测的合适预测方法。本研究是基于望加锡市人民经常遇到的问题,即由于持续发生的高降雨量而导致交通堵塞的洪水的发生。连续好几天。通过这项研究,人们可以看到降雨预测和预测望加锡市的洪水。结果表明,望加锡市降水资料图经历了增减(波动),且每年都有重复的趋势。这说明望加锡市的降雨包含季节因素。因此,采用单参数Brown三重指数平滑法、三参数Holt-Winters加法法和Holt-Winters乘法法。预测结果表明,正确的方法是参数值为a=0.001 β=0.15 γ=0.002的Holt-Winters乘法法,与Brown和Holt-Winters方法相加相比,MAPE = 1.18 MAD = 136.23的最小值。霍尔特-温特斯乘法预测结果显示,2022年12月至4月降水量最大。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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