Implementation Of Triple Exponential Smoothing Method To Predict Palm Oil Production Of PT.Lonsum Web-Based
DOI:
https://doi.org/10.32736/sisfokom.v14i2.2358Keywords:
Crude Palm Oill , Prediction, Production, Triple Exponential Smoothing, WebsiteAbstract
This research aims to develop a web-based palm oil (CPO) production forecasting system by applying the Triple Exponential Smoothing (TES) method to the production data of PT Lonsum Turangi. The data used includes 60 monthly data from 2020 to 2024. The first 36 data were used for model training, while the remaining 24 data were used for validation. Research instruments included semi-structured interviews and participatory observations to understand the operational patterns and needs of the system in the field. Triple Exponential Smoothing method was chosen for its ability to handle level, trend and seasonal components simultaneously, making it superior to other time series forecasting methods that require large volumes of data. The system was developed using the Rapid Application Development (RAD) method, PHP programming language, and MySQL database. The test results show a good level of prediction accuracy with a Mean Absolute Percentage Error (MAPE) value of 17.34% at an alpha value of 0.1. This system not only improves prediction accuracy, but also provides practical benefits in production planning, meeting market demand, and reducing potential losses due to production imbalances. The novelty of this research lies in the integration of the TES method into a web-based decision support system specific to the CPO industry.References
M. Y. R. Siahaan and D. Darianto, “Karakteristik Koefisien Serap Suara Material Concrete Foam Dicampur Serat Tandan Kosong Kelapa Sawit (TKKS) dengan Metode Impedance Tube,” J. Mech. Eng. Manuf. Mater. Energy, vol. 4, no. 1, pp. 85–93, 2020, doi: 10.31289/jmemme.v4i1.3823.
A. E. Batubara, M. F. Yahya, R. Nasyaa, and P. R. Silalahi, “Analisis Ekspor Impor Kelapa Sawit Indonesia Dalam Meningkatkan Pertumbuhan Ekonomi,” Jurnal Manajemen, 2023.
E. Lette, M. Zunaidi, and W. R. Maya, “Prediksi Penjualan Crude Palm Oil (CPO) Menggunakan Metode Regresi Linear Berganda,” J. Sist. Inf. Triguna Dharma (JURSI TGD), vol. 1, no. 3, p. 128, 2022, doi: 10.53513/jursi.v1i3.5106.
M. I. Wiladibrata, N. Azizah, and K. Rifai, “Smoothing dengan Algoritma Golden Section,” pp. 507–511, 2022.
P. A. Qori, D. S. Oktafani, and I. Kharisudin, “Analisis Peramalan dengan Long Short Term Memory pada Data Kasus Covid-19 di Provinsi Jawa Tengah,” Prism. Pros. Semin. Nas. Mat., vol. 5, pp. 752–758, 2022, [Online]. Available: https://journal.unnes.ac.id/sju/prisma/article/view/54319
M. A. Siregar and N. B. Puspitasari, “Peramalan Hasil Produksi Minyak Kelapa Sawit PT . Bakrie Pasaman Plantations Dengan Metode Holt- Winter ’ S Exponential Smoothing,” Ind. Eng. Online J., vol. 12, no. 2, p. 10, 2023.
Anisah Anisah and Hadita Hadita, “Penerapan Metode Forecasting Dalam Menentukan Persediaan Kopi Susu Pada Usaha Mikro Kecil Menengah Dalam Hal Ini Sir Coffeehouse Bekasi,” J. Manag. Creat. Bus., vol. 2, no. 1, pp. 97–107, Jan. 2024, doi: 10.30640/jmcbus.v2i1.2070.
M. N. Akhtar, E. Ansari, S. S. N. Alhady, and E. Abu Bakar, “Leveraging on Advanced Remote Sensing- and Artificial Intelligence-Based Technologies to Manage Palm Oil Plantation for Current Global Scenario: A Review,” Feb. 01, 2023, MDPI. doi: 10.3390/agriculture13020504.
S. Madianto, E. Utami, and A. D. Hartanto, “Algoritma Triple Exponential Smoothing Untuk Prediksi Trend Turis Pariwisata Jatim Park Batu saat Pandemi Covid-19,” 2021. [Online]. Available: http://jurnal.polibatam.ac.id/index.php/JAIC
J. Ryan and H. Wijaya, “Implementasi Data Mining untuk Sales Forecasting Berbasis Website dengan Metode ARIMA,” bit-Tech, vol. 7, no. 1, pp. 19–27, 2024, doi: 10.32877/bt.v7i1.1332.
R. Nelfi Yolanda, D. Rahmi, A. Kurniati, S. Yuniati, J. H. Pendidikan Matematika Fakultas Tarbiyah dan Keguruan Universitas Islam Negeri Sultan Syarif Kasim Riau Jl Soebrantas NoKm, and T. Karya Kec Tampan Riau, “Penerapan Metode Triple Exponential Smoothing dalam Peramalan Produksi Buah Nenas di Provinsi Riau,” J. Teknol. dan Manaj. Ind. Terap. (JTMIT, vol. 3, no. 1, pp. 1–10, 2024.
R. S. Dewi, I. Jaya, and I. Husein, “Peramalan Penerimaan Pajak Kendaraan Bermotor Menggunakan Metode Triple Exponential Smoothing di Sumatera Utara,” Prox. J. Penelit. Mat. dan Pendidik. Mat., vol. 7, no. 2, pp. 572–583, 2024, doi: 10.30605/proximal.v7i2.3724.
R. A. Sandika, S. K. Gusti, L. Handayani, and S. Ramadhani, “Implementasi Triple Exponential Smoothing dan Double Moving Average Untuk Peramalan Produksi Kernel Kelapa Sawit,” J. Inf. Syst. Res., vol. 4, no. 3, pp. 883–893, 2023, doi: 10.47065/josh.v4i3.3359.
R. B. Saputro, K. P. Kartika, and W. D. Puspitasari, “Implementation of the Triple Exponential Smoothing Method for Predicting Helmet Sales,” JOINCS (Journal Informatics, Network, Comput. Sci., vol. 5, no. 2, pp. 30–34, 2022, doi: 10.21070/joincs.v5i2.1607.
R. N. Puspita, “Peramalan Tingkat Pengangguran Terbuka Provinsi Banten Dengan Metode Triple Exponential Smoothing,” J. Lebesgue J. Ilm. Pendidik. Mat. Mat. dan Stat., vol. 3, no. 2, pp. 358–366, 2022, doi: 10.46306/lb.v3i2.138.
F. Wajdi et al., Metode Penelitian Kuantitatif, vol. 7, no. 2. 2024.
D. Murdiani and M. Sobirin, “Perbandingan Metodologi Waterfall Dan RAD Dalam Pengembangan Sistem Informasi,” JINTEKS (Jurnal Inform. Teknol. dan Sains), vol. 4, no. 4, pp. 302–306, 2022, [Online]. Available: http://www.jurnal.uts.ac.id/index.php/JINTEKS/article/view/2008
Nurman Hidayat and Kusuma Hati, “Penerapan Metode Rapid Application Development (RAD) dalam Rancang Bangun Sistem Informasi Rapor Online (SIRALINE),” J. Sist. Inf., vol. 10, no. 1, pp. 8–17, 2021, doi: 10.51998/jsi.v10i1.352.
A. K. Nalendra, “Rapid Application Development (RAD) model method for creating an agricultural irrigation system based on internet of things,” IOP Conf. Ser. Mater. Sci. Eng., vol. 1098, no. 2, p. 022103, 2021, doi: 10.1088/1757-899x/1098/2/022103.
N. Purwati, O. R. Fadhlurrahman, D. Iswahyuni, S. Kiswati, and H. Faqih, “Sistem Informasi Cuti Karyawan Menggunakan Berbasis Web dengan Metode Rapid Application Development (RAD),” Infomatek, vol. 25, no. 1, pp. 61–68, 2023, doi: 10.23969/infomatek.v25i1.7822.
S. Suendri, T. Triase, and S. Afzalena, “Implementasi Metode Job Order Costing Pada Sistem Informasi Produksi Berbasis Web,” Js (Jurnal Sekolah), vol. 4, no. 2, p. 97, 2021, doi: 10.24114/js.v4i2.17954.
A. Azzahra, W. Ramdhan, and W. M. Kifti, “Single Exponential Smoothing: Metode Peramalan Kebutuhan Vaksin Campak,” Edumatic J. Pendidik. Inform., vol. 6, no. 2, pp. 215–223, 2022, doi: 10.29408/edumatic.v6i2.6299.
A. T. Hidayat, D. P. Sari, and P. Andriani, “Forecasting Penjualan Produk Sembako Menggunakan Metode Triple Exponential Smoothing,” RESOLUSI Rekayasa Tek. Inform. dan Inf. , vol. 4, no. 4, pp. 436–445, 2024, [Online]. Available: https://djournals.com/resolusi
R. F. Putri and E. Ekadiansyah, “Metode Triple Exponential Smoothing Dalam Prediksi Persediaan Bahan Baku Pada PT. Bumi Menara Internusa Berbasis Web,” UNES J. Sci. Res., vol. 3, no. 1, pp. 81–87, 2022.
I. Yulian, D. S. Anggraeni, and Q. Aini, “Penerapan Metode Trend Moment Dalam Forecasting Penjualan Produk CV. Rabbani Asyisa,” J. Teknol. dan Sist. Inf., vol. 6, no. 2, pp. 193–200, 2020.
L. P. Nugraha, R. S. Sianturi, and L. Fanani, “Perancangan Pengalaman Pengguna Aplikasi Knowledge Management System UMKM menggunakan Metode Human Centered Design (Studi Kasus: UMKM Bogor),” J. Pengemb. Teknol. Inf. dan Ilmu Komput., vol. 6, no. 10, pp. 4829–4838, 2022, [Online]. Available: https://j-ptiik.ub.ac.id/index.php/j-ptiik/article/view/11699
F. Oliyan, R. Heriyanto, Y. Septriani, and K. Tania, “Analisis Kebutuhan Pengguna Untuk Perancangan Aplikasi Database Laporan Keuangan Dengan Menggunakan Microsoft Access untuk UMKM,” vol. 3, no. 2, pp. 1–10, 2024.
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