Analisis Prediksi Penjualan Menggunakan Metode Fuzzy Mamdani dan POM-QM : Studi Kasus pada CV Mamifood Sukses Abadi
DOI:
https://doi.org/10.61132/jupiter.v3i1.655Keywords:
Decision, Forecasting, Fuzzy Logic, POM-QMAbstract
In the increasingly competitive Industry 4.0 era, companies need to forecast product demand to meet consumer needs and improve operational efficiency. CV Mamifood Sukses Abadi, an MSME that produces milk and cheese-based foods, has faced sales fluctuations in the last two years, thus requiring accurate forecasting to plan production strategies and resource management. This research aims to forecast demand using the Fuzzy Mamdani method and the POM-QM application. Fuzzy Mamdani was chosen for its ability to handle decision-making with multiple criteria and balanced weights, while POM-QM was used to validate predictions through quantitative methods. Product sales data for the years 2022 and 2023 were analyzed to produce accurate forecasts. The methods used include Moving Average for forecasting and evaluation of the results using MAPE. The analysis results show that the Moving Average method with N = 2 produces a MAD value of 402.523 and a MAPE of 22.155%, while the results of Fuzzy Mamdani show that product demand in the next period tends to decrease. This research is expected to provide insight for CV Mamifood Sukses Abadi in planning a more efficient production strategy.
References
Ahmad, F. (2020). Penentuan metode peramalan pada produksi part new Granada bowl ST di PT.X. JISI: Jurnal Integrasi Sistem Industri, 7(1), 31. https://doi.org/10.24853/jisi.7.1.31-39
Ali, M. (2013). Prinsip dasar produksi dalam ekonomi Islam. Jurnal Lisan Al-Hal, 7(1), 19–35.
Baidowi, M. I., & Buniarto, E. A. (2020). Analisis ramalan penjualan menggunakan metode time series dalam menentukan jumlah produksi. Jurnal Ekonomi Manajemen, 1(1), 33–41.
Berlianti, D. F., Abid, A. A., & Ruby, A. C. (2024). Metode penelitian kuantitatif pendekatan ilmiah untuk analisis data. Jurnal Review Pendidikan Dan Pengajaran, 7(3), 1861–1864.
Febrianti, T., & Harahap, E. (2021). Penggunaan aplikasi MATLAB dalam pembelajaran program linear. Jurnal Matematika, 20(1), 1–7.
Marendra, I. G., Aryata, I. M., & Afgani, I. (2023). POM QM for Windows training for industrial engineering students at the University of Serang Raya (UNSERA) in solving linear programming problems in everyday life and the world of work. Jurnal Pengabdian Masyarakat Bestari, 2(2), 125–138. https://doi.org/10.55927/jpmb.v2i2.2942
Muhammad Rizal, Dewi Rosa Indah, & Rahmi Meutia. (2021). Analisis peramalan produksi menggunakan trend moment pada kilang padi Do’a Ibu Diperlak Kecamatan Pereulak. Jurnal Samudra Ekonomika, 5(2), 161–168. https://doi.org/10.33059/jse.v5i2.4274
Nasution, A. S. K. R., Gunadi Widi Nurcahyo, & Agung Ramadhanu. (2024). Penerapan metode fuzzy Mamdani untuk mengidentifikasi kepribadian siswa. Jurnal KomtekInfo, 11, 157–162. https://doi.org/10.35134/komtekinfo.v11i3.567
Pratama, A. A., Agushinta R., D., & Mukhyi, M. A. (2022). Penerapan metode moving average dan exponential smoothing untuk prediksi nilai ekspor dan impor Indonesia. Jurnal Ilmiah FIFO, 14(1), 58. https://doi.org/10.22441/fifo.2022.v14i1.006
Qomarudin, M., Robby, R., & Akbarita, R. (2022). Pelatihan MATLAB guna meningkatkan kemampuan komputasi. AMONG Jurnal Pengabdian Masyarakat, 04(1), 33–38.
Rafsanjani, H. (2016). Etika produksi dalam kerangka maqashid syariah. Jurnal Perbankan Syariah, 1(2), 28–41. http://journal.um-surabaya.ac.id/index.php/Mas/article/view/763/556
Setia, B. (2019). Penerapan logika fuzzy pada sistem cerdas. Jurnal Sistem Cerdas, 2(1), 61–66. https://doi.org/10.37396/jsc.v2i1.18
Sutrisno, A. (2018). Revolusi industri 4.0 dan berbagai implikasinya. Jurnal Tekno Mesin, 5(1), 5–7.
Ulma, R. O. (2017). Efisiensi penggunaan faktor–faktor produksi pada usaha tani jagung. Jurnal Ilmiah Ilmu Terapan Universitas Jambi|JIITUJ|, 1(1), 1–12. https://doi.org/10.22437/jiituj.v1i1.3733
Venny, S., & Asriati, N. (2022). Permintaan dan penawaran dalam ekonomi mikro. Jurnal Pendidikan Ekonomi (JURKAMI), 7(1), 184–194. https://doi.org/10.31932/jpe.v7i1.1583
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