Forecasting Stok Sparepart Sepeda Motor Menggunakan Metode Double Exponential Smoothing(DES)

Authors

  • Gusrina Surianingsih STMIK Royal, Kisaran
  • Havid Syafwan STMIK Royal, Kisaran
  • Andy Sapta STMIK Royal, Kisaran

DOI:

https://doi.org/10.30865/mib.v6i2.4028

Keywords:

Prediction, Stock, Sparepart, Double Exponential Smoothing

Abstract

PT. Anugerah Karya Abiwara II is a company engaged in the service sector in the workshop that serves its customers. The problem that occurs is the difficulty of determining the goods and the number of goods that must be provided every month in order to continue to meet customer needs. Stock or inventory is a number of goods provided by the company to meet consumer demand. Without adequate inventory, a business will not run smoothly. Therefore, to be more efficient, the authors designed a forecasting system with the Double Exponential Smoothing method using Visual Basic 2010 programming and MySQL database. The data predicted for the past 1 year are April 2021-March 2022 and the data will be forecasted in April. By calculating the Double Exponential Smoothing, the MAD value is 46.65, MSE 3975.26, RMSE 63.05, and the MAPE value is 21.48%, which means that the forecasting accuracy is almost 80%. So the algorithm with the DES method can be applied to the spare part stock forecasting process making it easier to determine the spare part stock in the next period.

References

A. Purba, “Perancangan Aplikasi Peramalan Jumlah Calon Mahasiswa Baru yang mendaftar menggunakan Metode Single Exponential Smoothing (Studi Kasus: Fakultas Agama Islam UISU),†J. Ris. Komput., vol. 2, no. 6, pp. 8–12, 2015.

H. Syafwan, M. Syafwan, E. Syafwan, A. F. Hadi, and P. Putri, “Forecasting Unemployment in North Sumatra Using Double Exponential Smoothing Method,†J. Phys. Conf. Ser., vol. 1783, no. 1, 2021, doi: 10.1088/1742-6596/1783/1/012008.

A. Stephano, S. Martha, and S. Rahmayuda, “Sistem informasi peramalan tren pelanggan dengan menggunakan metode double exponential smoothing di Mess GM,†J. Komput. dan Apl., vol. 8, no. 1, pp. 1–10, 2020, [Online]. Available: https://jurnal.untan.ac.id/index.php/jcskommipa/article/view/39767.

P. S. Informasi, “MENGGUNAKAN METODE DOUBLE EXPONENTIAL SMOOTHING REPOSITORY TYAS ENDAH PUSPANINGRUM,†2020.

F. Ikhsan and Sumarno, “Forecasting Of Criminality Problems Using Double Exponential Smoothing Method,†Acad. Open, vol. 4, Aug. 2021, doi: 10.21070/acopen.4.2021.2003.

E. Septian et al., “Sistem Peramalan Stok Spare Part Motor Menggunakan Metode Double Exponential Smoothing Pada Toko Part Station Jember,†pp. 1–2, 2016.

R. Y. Hayuningtyas, “Sistem Informasi Peramalan Persediaan Barang Menggunakan Metode SES Dan DES,†Indones. J. Softw. Eng., vol. 4, no. 1, pp. 1–6, 2019, doi: 10.31294/ijse.v4i1.6228.

A. E. Armi, A. H. Kridalaksana, and Z. Arifin, “Peramalan Angka Inflasi Kota Samarinda Menggunakan Metode Double Exponential Smoothing ( Studi Kasus : Badan Pusat Statistik Kota Samarinda ),†J. Ilm. Ilmu Komput., vol. 14, no. 1, 2019.

Z. Lubis, S. Aryza, and S. Annisa, “Perancangan Terbaru Model Pembuatan Game Shopping Habit Society Sebagai Media Edukasi Melestarikan Pasar Tradisional Menggunakan Algoritma Shuffle Random,†J. Electr. Technol., vol. 4, no. 2, pp. 59–66, 2019.

E. Sany, D. Tetap, S. Nurdin, and H. Jambi, “APLIKASI DATA STOK OBAT PADA APOTEK ASIAPHARM JAMBI BERBASIS WEB,†no. 2013, pp. 12–17, 2015.

A. Dan, P. Sistem, I. Stok, O. Pada, A. Arjowinangun, and H. Mujiati, “Analisis Dan Perancangan Sistem Informasi Stok Obat Pada Apotek Arjowinangun Hanik Mujiati,†vol. 11, no. 2, pp. 24–28, 2014.

A. Pratama, “Implementasi Sistem Informasi Peramalan Single Expoenential Smoothing Dalam Melihat Kebutuhan Stok Padi di Dinas Pertanian Aceh Utara,†J. Sist. Inf. ISSN P 2598-599X; E 2599-0330 Vol.2 No.2 2018, vol. 2, no. 2, pp. 11–27, 2018.

T. D. Andini and P. Auristandi, “Peramalan Jumlah Stok Alat Tulis Kantor Di UD ACHMAD JAYA Menggunakan Metode Double Exponential Smoothing,†vol. 10, no. 1, 2016.

D. U. Rosa, “Metode Exponential Smoothing Dalam Memproyeksikan Jumlah Penduduk Miskin Di Nusa Tenggara Barat,†J. Pemikir. dan Penelit. Pendidik. Mat., vol. 2, no. 1, pp. 42–53, 2019.

J. Bidangan, I. Purnamasari, and M. N. Hayati, “Perbandingan Peramalan Metode Double Exponential Smoothing Satu Parameter Brown Dan Metode Double Exponential Smoothing Dua Parameter Holt,†Stat. FMIPA Univ. Mulawarman, vol. 4, no. 1, pp. 15–19, 2016, [Online]. Available: https://jurnal.unimus.ac.id/index.php/statistik/article/view/2003.

F. R. Hariri, W. Sari, and C. Mashuri, “Perbandingan metode Double Exponential Smoothing dan Simple Moving Average pada kasus peramalan penjualan,†Teknologi, vol. 11, no. 2, pp. 93–100, 2021, doi: 10.26594/teknologi.v11i2.2348.

A. Junaidi, “Implementasi Algoritma Apriori dan FP-Growth Untuk Menentukan Persediaan Barang,†J. Sisfokom (Sistem Inf. dan Komputer), vol. 8, no. 1, pp. 61–67, 2019, doi: 10.32736/sisfokom.v8i1.604.

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Published

2022-04-25

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