Implementasi Metode Double Exponential Smoothing dalam Memprediksi Pertambahan Jumlah Penduduk di Wilayah Kabupaten Karawang

Andini Diyah Pramesti, M. Jajuli, Betha Nurina Sari
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引用次数: 1

Abstract

The density and uneven distribution of the population in each area must be considered because it will cause problems such as the emergence of uninhabitable slums, environmental degradation, security disturbances, and other population problems. In the data obtained from the 2010 population census based on the level of population distribution in Karawang District, the area of West Karawang, East Karawang, Rengasdengklok, Telukjambe Timur, Klari, Cikampek and Kotabaru are zone 1 regions which are the densest zone with a population of 76,337 people up to 155,471 inhabitants. This research predicts / forecasting population growth in the 7 most populated areas for the next 1 year using Double Exponential Smoothing Brown and Holt methods. This study uses Mean Absolute Percentage Error (MAPE) to evaluate the performance of the double exponential smoothing method in predicting per-additional population numbers. Forecasting results from the two methods place the Districts of East Telukjambe, Cikampek, Kotabaru, East Karawang, and Rengasdengklok in 2020 to remain in zone 1 with a range of 76,337 people to 155,471 inhabitants. Whereas in the Districts of Klari and West Karawang are outside the range in zone 1 because both districts have more population than the range in zone 1. From the results of MAPE both methods are found that 6 out of 7 districts in the method Holt's double exponential smoothing produces a smaller MAPE value compared to the MAPE value generated from Brown's double exponential smoothing method. It was concluded that in this study the Holt double exponential smoothing method was better than Brown's double exponential smoothing method.
必须考虑到每个地区的人口密度和分布不均,因为这将导致诸如出现不宜居住的贫民窟、环境退化、安全干扰和其他人口问题等问题。根据2010年根据卡拉旺区人口分布水平进行的人口普查获得的数据,西卡拉旺、东卡拉旺、连加登洛克、泰鲁jambe Timur、Klari、Cikampek和Kotabaru地区是人口最密集的地区,人口为76,337人,居民为155,471人。本研究使用双指数平滑布朗和霍尔特方法预测未来1年7个人口最多地区的人口增长。本研究使用平均绝对百分比误差(MAPE)来评估双指数平滑法在预测每增加的人口数量方面的性能。两种方法的预测结果显示,2020年东泰卢jambe、Cikampek、Kotabaru、东卡拉旺和连加登洛克地区仍将处于第1区,人口范围为76,337人至155,471人。而Klari区和West Karawang区则不在1区的范围内,因为这两个区的人口都比1区的范围多。从两种方法的MAPE结果中发现,与Brown的双指数平滑方法产生的MAPE值相比,Holt的双指数平滑方法产生的MAPE值在7个区域中有6个区域产生的MAPE值更小。结果表明,Holt双指数平滑法优于Brown双指数平滑法。
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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