Vol. 11 No. 5 (2025): May
Open Access
Peer Reviewed

Production Planning for Spinach, Kale, and Hydroponic Pakchoi Using Linear Programming

Authors

Lilis Imamah Ichdayati , Riefqi Aulia Ramdhani , Titik Inayah , Rizki Adi Puspita Sari , Acep Muhib , Achmad Tjahja Nugraha

DOI:

10.29303/jppipa.v11i5.11248

Published:

2025-05-25

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Abstract

Vegetable consumption has been on the rise in 2024, and projections suggest that by 2030, it will reach 17.48 million tons, equivalent to 62.4 kg per capita per year. This growing demand presents a valuable opportunity for 13,019 individual agricultural businesses engaged in urban farming. One of the key advantages of hydroponic vegetables is their freshness, as they are sold along with the hydroponic installation itself. However, producing hydroponic spinach, kale, and pakchoy comes with challenges, especially for companies looking to optimize production costs. This study aims to identify the best production combination to minimize expenses. Using linear programming analysis through the LINDO application, this study examines decision variables—hydroponic spinach (H1), kale (H2), and pakchoy (H3)—with constraints based on both internal factors (seeds, nutrients, growing media, planting holes, and labor) and external factors (customer demand). The results indicate a 2.14% cost reduction, amounting to Rp. 8,148,745, with an optimal production mix of 2,696 units of hydroponic spinach, 2,101 units of hydroponic kale, and 2,448 units of hydroponic pakchoy. To further improve cost efficiency, PT Sarindah Wicaksana is advised to carefully allocate resources based on optimal demand and implement a well-structured production plan.

Keywords:

Agricultural optimization, Hydroponics, Linear programming, Production, Resource allocation

References

Abidin, R. Z., Sudarto, S., & Hasibuan, S. (2020). Optimalisasi Persediaan Produk Sodium Hypochlorite Menggunakan Pendekatan Linier Programming. Jurnal INTECH Teknik Industri Universitas Serang Raya, 6(2), 177–182. https://doi.org/10.30656/intech.v6i2.2706

Aini, N., & Azizah, N. (2018). Teknologi Budidaya Tanaman Sayuran Secara Hidroponik. UB Press.

Akbar, Y. R., & Mar’aini. (2022). Optimasi Produksi Industri Kecil dan Menengah Karya Unisi dengan Penerapan Model Linear Programing. Jurnal Inovasi Penelitian, 2(8), 2883–2892. https://doi.org/10.47492/jip.v2i8.1255

Arapostathis, A., & Borkar, V. S. (2021). Linear and dynamic programs for risk-sensitive cost minimization. https://arxiv.org/pdf/2103.07993

Arvianti, E. Y., Masyhuri, M., Waluyati, L. R., & Darwanto, D. H. (2019). Gambaran Krisis Petani Muda Indonesia. Agriekonomika, 8(2), 168–180. https://doi.org/10.21107/agriekonomika.v8i2.5429

BPS. (2023). Statistik Indonesia 2023. Badan Pusat Statistik Indonesia.

BPS. (2024). Indonesia Dalam Angka. Badan Pusat Statistik Indonesia.

Chabla, R. G., Aviles, K. R., Calle, K., Moran, C., Gavilanez, F., Jacome, D. A., & Chavez, C. (2019). A Monitoring System for Lettuce Cultivation in an NFT Hydroponic System: A Case Study. ICT for Agriculture and Environment, 49–58. https://doi.org/10.1007/978-3-030-10728-4_6

Chanda, R., Pabalkar, V., & Gupta, S. (2022). A Study on Application of Linear Programming on Product Mix for Profit Maximization and Cost Optimization. Indian Journal of Science and Technology, 15(22), 1067–1074. https://doi.org/10.17485/ijst/v15i22.164

Coronado-Hernández, J. R., Olarte-Jiménez, L. J., Herrera-Fontalvo, Z., & Niño, J. C. (2021). Linear Programming Model for Production Cost Minimization at a Rice Crop Products Manufacturer. Springer Nature Switzerland. https://doi.org/10.1007/978-3-030-86702-7_29

Engelseth, P. (2023). The Impact on Logistics when Using Hydroponics Technology in a Value Network. Int. J. Food System Dynamics, 14(3), 313–330. https://doi.org/10.18461/ijfsd.v14i3.G5

Goel, D., Shah, D., & Somani, D. (2018). A Linear Programming Approach To Maximize Profit And Minimize Wastage In Hospital Products Manufacturing Firm-Global Service Ltd. Journal of Emerging Technologies and Innovative Research (JETIR), 5(10), 271–277. Retrieved from https://www.jetir.org/papers/JETIR1810648.pdf

Gustavsen, G. W., Berglann, H., Jenssen, E., Kårstad, S., & Rodriguez, D. G. P. (2022). The Value of Urban Farming in Oslo, Norway: Community Gardens, Aquaponics and Vertical Farming. International Journal on Food System Dynamics, 13(1), 17–29. https://doi.org/10.18461/ijfsd.v13i1.A2

Handayani, S., & Yuliarso, M. Z. (2022). Faktor-Faktor Yang Berhubungan Dengan Pengambilan Keputusan Petani Perkotaan Dalam Berusahatani Sayuran. Jurnal AGRIBIS, 15(1), 1935–1942. https://doi.org/10.36085/agribis.v15i1.2902

Herwibowo, K., & Budiana. (2014). Hidroponik Sayuran Untuk Hobi dan Bisnis. Penebar Swadaya Grup.

Kementan. (2021). Statistik Pertanian. Kementerian Pertanian Republik Indonesia.

Krynke, M., & Mielczarek, K. (2018). Applications of linear programming to optimize the cost-benefit criterion in production processes. MATEC Web of Conferences, 183(04004), 1–6. https://doi.org/10.1051/matecconf/201818304004

Liang, X. (2023). Linear Programming Approach in Agricultural Production-Land Allocation. Proceedings of the 6th International Conference on Economic Management and Green Development. Applied Economics and Policy Studies. https://doi.org/10.1007/978-981-19-7826-5_68

Marimin, & Zavira, R. (2020). Production planning of crude palm oil: A study case at X Co. IOP Conference Series: Earth and Environmental Science, 472(1), 1–12. https://doi.org/10.1088/1755-1315/472/1/012047

Muchtadi, T., Sugiyono, & Ayustaningwarno, F. (2016). Ilmu Pengetahuan Bahan Pangan. Alfabeta.

Mulyo, J. H., Sugiyarto, S., Perwitasari, H., Widada, A. W., Rohmah, F., & Ardhi, M. K. (2022). Food Consumption Management in Urban Households in Indonesia. Agriekonomika, 11(1), 55–61. https://doi.org/10.21107/agriekonomika.v11i1.12502

Nguyen, N. T., McInturf, S. A., & Mendoza-Cózatl, D. G. (2016). Hydroponics: A versatile system to study nutrient allocation and plant responses to nutrient availability and exposure to toxic elements. Journal of Visualized Experiments, 2016(113), 1–9. https://doi.org/10.3791/54317

Nurlaeny, N. (2014). Teknologi Media Tanam dan Sistem Hidroponik. Unpad Press.

Onuwa, G., Mailumo, S. S., & Oyewole, S. O. (2023). Socio-economic Determinants of Adoption of Maize Production Technologies among Smallholders. Agriekonomika, 12(1), 83–94. https://doi.org/10.21107/agriekonomika.v12i1.14621

Prifti, V., Dervishi, I., Dhoska, K., Markja, I., & Pramono, A. (2020). Minimization of transport costs in an industrial company through linear programming. IOP Conference Series: Materials Science and Engineering, 909(1), 1–10. https://doi.org/10.1088/1757-899X/909/1/012040

Qadeer, A., Zia-Ul-Haq, Butt, S. J., Asam, H. M., Mehmood, T., Nawaz, M. K., & Haidree, S. R. (2020). Hydroponics as an innovative technique for lettuce production in greenhouse environment. Pure and Applied Biology, 9(1), 20–26. https://doi.org/10.19045/bspab.2020.90130

Rabbani, L. R., Harisudin, M., & Qonita, A. (2017). Analisis Usaha Dan Strategi Pemasaran Hidroponik Pada Umkm Bakoel Sayur Kabupaten Karanganyar. AGRISTA, 5(1), 58–67. Retrieved from https://jurnal.uns.ac.id/agrista/article/view/30954/20638

Shah, A. M. R., & Shah, M. K. A. (2008). A linear cost minimization model for water supply systems with constrained sources. Journal of Civil Engineering (IEB), 36(1), 13–22. Retrieved from https://www.jce-ieb.org/doc_file/3601002.pdf

Sonjaya, E. S., Sukandar, D., Mauludyani, & Resti, A. V. (2021). Proyeksi Konsumsi Pangan Penduduk Indonesia 2020-2030. Retrieved from https://repository.ipb.ac.id/handle/123456789/105420

Susilawati. (2019). Dasar-Dasar Bertanam Secara Hidroponik. Unsri Press.

Author Biographies

Lilis Imamah Ichdayati, State Islamic University Syarif Hidayatullah

Riefqi Aulia Ramdhani, State Islamic University Syarif Hidayatullah

Titik Inayah, State Islamic University Syarif Hidayatullah

Rizki Adi Puspita Sari, State Islamic University Syarif Hidayatullah

Acep Muhib, State Islamic University Syarif Hidayatullah

Achmad Tjahja Nugraha, State Islamic University Syarif Hidayatullah

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How to Cite

Ichdayati, L. I., Ramdhani, R. A., Inayah, T., Sari, R. A. P., Muhib, A., & Nugraha, A. T. (2025). Production Planning for Spinach, Kale, and Hydroponic Pakchoi Using Linear Programming. Jurnal Penelitian Pendidikan IPA, 11(5), 718–724. https://doi.org/10.29303/jppipa.v11i5.11248