Production Mix Optimization in Small Manufacturing Enterprises Using Linear Programming: A Simplex Method Approach to a Packaged Snack Business
Main Article Content
Abstract
Small manufacturing enterprises must balance market demand with limited production resources. Although linear programming has been increasingly applied in micro, small, and medium enterprises (MSMEs), evidence remains limited on snack-production models that jointly account for packaging materials, machine time, labor capacity, and demand constraints. This study sought to determine the optimal production mix and identify binding resource constraints at Plastik Sejahtera. A descriptive quantitative case study used data collected through direct observation, a structured interview with the business owner, and operational records from January to March 2026. The production mix was modeled using linear programming, solved through the simplex method, and verified using POM-QM for Windows. The optimal daily solution comprised 35 units of potato chips, 70 units of banana chips, and 100 units of oven-roasted peanuts, yielding a maximum modeled daily profit of Rp421,500. Machine time and labor capacity were binding constraints, while 13 kg of packaging capacity remained unused. These findings indicate that optimal production priorities depend on resource efficiency and demand limits alongside unit profit. The study illustrates how the simplex method can integrate operational constraints into production planning and provide quantitative decision support that complements small-business owners’ practical experience.
Downloads
Citation Metrics & Similar Scopus Articles
-
Merkibayev Y.S. (2028)Optimization of Aluminum Casting Process Using PLA-Based Casting Patterns and Analysis of their Thermal BehaviorKompleksnoe Ispolzovanie Mineralnogo Syra, 345(2), 5-15
-
Khadzhiev A.S. (2028)Technological, economic and environmental aspects of the production of sulfate-resistant Portland cement clinker based on the mineral resources of KarakalpakstanKompleksnoe Ispolzovanie Mineralnogo Syra, 345(2), 84-94
-
Sergeevich P.V. (2028)Identification of Methane-Bearing Coal Seams in Borehole Sections of the Karaganda Basin Using Geophysical Logging DataKompleksnoe Ispolzovanie Mineralnogo Syra, 345(2), 72-83
Article Details

Authors retain copyright and grant the journal right of first publication with the work simultaneously licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License that allows others to share the work with an acknowledgement of the work's authorship and initial publication in this journal.
References
Amelia, D., Kusumawati, A. D., Mar’ati, D. D., & Somadi. (2026). Penerapan Metode Simplex dalam Optimasi Laba Produksi pada Kedai Ibu Isti. JIMU: Jurnal Ilmiah Multidisipliner, 4(2), 2525–2538. https://doi.org/10.70294/jimu.v4i02.2695
Anugerah, A. R., Kharismawati, A., Wijayanti, N., Falaq, I. A., Kamil, R. A., & Sari, S. M. (2025). Optimalisasi Produksi pada UMKM Industri Tahu dengan Linear Programming. Jurnal Teknik Industri Terintegrasi (JUTIN), 8(3), 3221–3227. https://doi.org/10.31004/jutin.v8i3.47978
Dai, Y., Liu, A., & Lim, C. P. (2023). Reconceptualizing ChatGPT and generative AI as a student-driven innovation in higher education. Procedia CIRP, 119, 84–90. https://doi.org/10.1016/j.procir.2023.05.002
Damayanti, A., & Sopiati, E. (2026). Optimasi Keuntungan Menggunakan Model Linar Programming Metode Simpleks pada UMKM di Kabupaten Bandung. Jurnal Akademik Ekonomi dan Manajemen, 3(1), 112–119. https://ejurnal.kampusakademik.co.id/index.php/jaem/article/view/9061
Daryani, S., Aritonang, S. S., & Panggabean, S. (2024). Optimasi Keuntungan Produksi UMKM Keripik Pisang Menggunakan Linear Programming Metode Simpleks dan Software POM-QM. Jurnal Riset Rumpun Matematika dan Ilmu Pengetahuan Alam, 3(1), 69–88. https://doi.org/10.55606/jurrimipa.v3i1.2249
Dully, C. K., Widajanti, E., & Sunarso. (2022). Analisis Linear Programming untuk Optimasi Laba dengan Metode Simpleks pada UD Makmur Lestari di Karanganyar. Jurnal Ekonomi dan Kewirausahaan, 22(3), 262–270. https://ejurnal.unisri.ac.id/index.php/Ekonomi/article/view/8430
Fauziyah, L., Luthfiah, N. S., Lestari, P. B. P., & Somadi. (2026). Analisis Optimasi Produksi dalam Memaksimalkan Laba Menggunakan Metode Simpleks pada Bananagih. Jurnal Ilmiah Research Student, 3(2), 326–337. https://ejurnal.kampusakademik.co.id/index.php/jirs/article/view/11966
Firdaus, R. A., DU, H. D., P, F. A., & Pamungkas, G. P. (2024). Penerapan Metode Algoritma Simpleks pada Optimalisasi Produksi Busi. Jurnal Minfo Polgan, 13(1), 230–240. https://doi.org/10.33395/jmp.v13i1.13598
Hamidah, S. N., Aprilia, H., & Abdullah, F. (2026). Optimasi Perencanaan Produksi Menggunakan Linear Programming dan Analisis Sensitivitas pada UMKM Coffee Suganda Majalengka. IMTechno: Journal of Industrial Management and Technology, 7(1), 38–46. https://doi.org/10.31294/imtechno.v7i1.11608
International Monetary Fund. (2024). Indonesia: Selected issues (IMF Country Report No. 24/271). https://doi.org/10.5089/9798400284663.002
Khairani, N., Amelia, R. I., Togatorop, B. P. D., Mahisa, Z. M., & Lestari, A. D. (2026). Pengembangan Model Integer Linier Programming pada Optimasi Produksi Tahu UMKM Menggunakan Metode Branch dan Bound dengan Validasi LINGO. Pendas: Jurnal Ilmiah Pendidikan Dasar, 11(2), 212–222. https://journal.unpas.ac.id/index.php/pendas/article/view/50706
Rahma, S., Ferdiansyah, Andesti, O., Andira, P. D., & Salsabila, I. A. (2025). Dampak Struktur Pasar terhadap Daya Saing UMKM (Studi Kasus UMKM di Kota Jambi). Scientific Journal of Reflection: Economic, Accounting, Management and Business, 8(3), 942–948. https://doi.org/10.37481/sjr.v8i3.1172
Safitri, N., Kiftiah, M., & Pasaribu, M. (2024). Pemodelan De Novo Programming dengan Metode Simpleks dan Metode Cutting Plane untuk Mengoptimalkan Perencanaan Produksi Usaha Kecil Menengah. Euler: Jurnal Ilmiah Matematika, Sains dan Teknologi, 12(1), 105–112. https://doi.org/10.37905/euler.v12i1.25242
Sarah, D. F., Saputri, Y. D., Hazmawati, P., Utomo, P. E. P., & Khaira, U. (2024). Optimasi Kapasitasi Produksi untuk Memperoleh Keuntungan Maksimum dengan Linear Programming Metode Simpleks: Studi pada UMKM Minuman Alltho. Jurnal Ilmiah Sistem Informasi dan Ilmu Komputer, 4(1), 7–25. https://doi.org/10.55606/juisik.v4i1.730
Sriwidadi, T., & Agustina, E. (2013). Analisis Optimalisasi Produksi dengan Linear Programming melalui Metode Simpleks. Binus Business Review, 4(2), 725–741. https://doi.org/10.21512/bbr.v4i2.1386
Utama, W. P., & Widajanti, E. (2025). Analisis Linear Programming untuk Optimalisasi Keuntungan Menggunakan Metode Simpleks pada UMKM Rambak DND Langgeng di Mojolaban Sukoharjo [Linear programming analysis for profit optimization using the simplex method on UMKM Rambak DND Langgeng in Mojolaban Sukoharjo]. EBBANK: Jurnal Ekonomi Bisnis dan Perbankan, 15(1), 1–8. https://journal.unmaha.ac.id/index.php/ebbank/article/view/567







