Mathematical Optimization of Vertical Farm Locations Advancing Sustainable Agriculture in Saudi Arabia


Authors : Amjad Aljuhani; Rahaf Baghdadi; Wafaa Alzahrani; Deemah Aljuhani

Volume/Issue : Volume 10 - 2025, Issue 5 - May


Google Scholar : https://tinyurl.com/775r6fam

Scribd : https://tinyurl.com/ynf6hnw8

DOI : https://doi.org/10.38124/ijisrt/25may004

Note : A published paper may take 4-5 working days from the publication date to appear in PlumX Metrics, Semantic Scholar, and ResearchGate.


Abstract : The increasing demand for food production in dry regions requires innovative agricultural practices. Vertical farming presents a sustainable solution by optimizing space and resource utilization while addressing food security challenges. This study examines the feasibility of vertical farming in Saudi Arabia, using mathematical optimization to determine the most suitable locations for vertical farms in the country. A mixed-integer linear programming model was developed using AIMMS software, incorporating key parameters such as infrastructure compatibility, water availability, and energy consumptions. Data from government records and geospatial analysis were integrated to enhance model accuracy. The results identify seven optimal locations in five cities—Riyadh, Jeddah, Dammam, Tabuk, and Khamis Mushait—ensuring efficient lettuce production at minimized costs. Findings highlight the potential of vertical farming in urban settings, reducing water consumption and enhancing food accessibility. However, challenges such as high energy requirements and initial investment costs persist. Future recommendations include decentralized container-based farming, renewable energy integration, and advanced automation. By implementing these solutions, vertical farming can transition from a niche agricultural practice to a mainstream, sustainable solution for food security in Saudi Arabia. This research provides a strategic framework for policymakers and investors to promote sustainable urban agriculture in the Kingdom.

Keywords : Vertical Farming, Location Optimization, Saudi Arabia, Mixed-Integer Linear Programming, AIMMS Software.

References :

  1. S. Dalley, “An elusive world wonder traced,” Oxford: Oxford University Press, 2013.
  2. C. Rey-Hernández and I. Bobbink, “Chinampas Agriculture and Settlement Patterns: The Contemporary Relevance of Aztec Floating Gardens,” ResearchGate, Dec. 2022. https://www.re searchgate.net/ publication/369227523_Chinampas_Agriculture_and_Settlement_Patterns_The_Contemporary_Relevance_of_Aztec_Floating_Gardens (accessed Oct. 02, 2024).
  3. G. Bailey, Vertical farming. Whitefish, Mont.: Kessinger Publishing, 2008.
  4. Despommier, D. (2010). The Vertical Farm: Feeding the World in the 21st Century. Thomas Dunne Books. (https://books.google.com.sa/books?hl=ar&lr=&id=0DxTK0jW35sC&oi=fnd&pg=PP2&dq=Dickson+Despommier&ots=wl5yR2URSC&sig=BhtsA90QvzsuEe9gyqsndSu8cWE&redir_esc=y#v=onepage&q=Dickson%20Despommier&f=false)
  5. J. C. Grant, Vertical Farming: A Practical Guide to Sustainable Agriculture in the 21st Century. 2022. Available: https://www.goodreads.com/book/show/92009313-vertical-farming
  6. United Nations, “World Population Prospects - Population Division - United Nations,” Un.org, 2022. https://population.un.org/wpp/Graphs/Probabilistic/POP/TOT/900
  7. “About Sky Greens,” Sky Greens. https://www.skygre ens.com/about-skygreens/
  8. Ajit Singh Rathor, S. Choudhury, A. Sharma, Pankaj Nautiyal, and G. Shah, “Empowering Vertical Farming through IoT and AI-Driven Technologies: A Comprehensive Review,” Heliyon, pp. e34998–e34998, Jul. 2024, doi: https://doi.org/10.1016/j. heliyon.2024.e34998.
  9. N. Engler and M. Krarti, “Review of energy efficiency in controlled environment agriculture,” Renewable and Sustainable Energy Reviews, vol. 141, p. 110786, May 2021, doi: https://doi.org/10.1016/j.rser.2021.110786.
  10. Md Shamim Ahamed, M. Sultan, D. Monfet, and Y. Achour, “A critical review on efficient thermal environment controls in indoor vertical farming,” ResearchGate, Sep. 2023. https://www.r esearchgate.net/ publication/374121653_A_critical_review_on_efficient_thermal_environment_controls_in_indoor_vertical_farming (accessed Oct. 02, 2024).
  11. (Journal of agricultural studies, n.d.-a)  Journal of agricultural studies. (n.d.-a). Macrothink.org. Retrieved November 6, 2024, from https://www.m acrothink.org/journal/index.php/jas
  12. (N.d.-i). Org.In. Retrieved November 6, 2024, from https://aiasa.org.in/wp-content/uploads/2020/09/9.pdf
  13. Moghimi, F., & Asiabanpour, B. (2021). Economics of vertical farming: Quantitative decision model and a case study for different markets in the USA. In Research Square. https://doi.org/10.21203/rs.3.rs-943119/v1
  14. Lubna, F. A., Lewus, D. C., Shelford, T. J., & Both, A.-J. (2022). What you may not realize about vertical farming. Horticulturae, 8(4), 322. https://doi.org /10.3390/horticulturae8040322
  15. Ascorbic acid and tocopherol concentration of hydroponic and soil-grown lettuces. (2012).
  16. R. M. Wheeler, “NASA’s Contributions to Vertical Farming,” Nasa.gov, Oct. 2020. https://ntrs.nasa.gov/ citations/20205008832 (accessed Oct. 02, 2024).
  17. E. Poot, “Vertical Farming 2023: research topics : Inventory of relevant topics for Fieldlab Vertical Farming,” Jan. 2024, doi: https://doi.org/ 10.18174/647594.
  18. A. S. Rathor, S. Choudhury, A. Sharma, P. Nautiyal, and G. Shah, “Empowering vertical farming through IoT and AI-Driven technologies: A comprehensive review,” Heliyon, vol. 10, no. 15, p. e34998, 2024.
  19. R. Kumari and Ramesh Kumar Bhardwaj, “Aeroponics: A Review on Modern Agriculture Technology,” ResearchGate, 2019.
  20. (Ferns et al., n.d.) Ferns, J., Ganguzza, K., & Parekh, Z. (n.d.). Submitted in partial fulfillment of the requirements for the course Sustainability Policy and Practice (STS 364/H) in the Science, Technology, a. Mauriecohen.net. Retrieved September 16, 2024, from https://mauriecohen.net/wp-
  21. content/uploads/2015/12/ferns-ganguzza-parekh.pdf
  22. Aquaponics Food Production Systems Simon Goddek Alyssa Joyce Benz Kotzen Gavin M. Burnell Editors (Ed.). (n.d.). Aquaponics Food Production Systems Simon Goddek Alyssa Joyce
  23. K. Al-Kodmany, “The vertical farm: A review of developments and implications for the vertical city,” Buildings, vol. 8, no. 2, p. 24, 2018.
  24. ‌C. Hribhu, D. B. P. Argha, and M. A. Ahmed, “Artificial Intelligence in sustainable vertical farming,” arXiv [cs.CY], 2023.
  25. S. Othman, N. R. Mavani, M. A. Hussain, N. A. Rahman, and J. Mohd Ali, “Artificial intelligence-based techniques for adulteration and defect detections in food and agricultural industry: A review,” J. Agric. Food Res., vol. 12, no. 100590, p. 100590, 2023.
  26. M. H. M. Saad, N. M. Hamdan, and M. R. Sarker, “State of the art of urban smart vertical farming automation system: Advanced topologies, issues and recommendations,” Electronics (Basel), vol. 10, no. 12, p. 1422, 2021.
  27. M. S. N. Kabir et al., “Technological trends and engineering issues on vertical farms: A review,” Horticulturae, vol. 9, no. 11, p. 1229, 2023.
  28. O. B. Akintuyi, “Vertical farming in urban environments: A review of architectural integration and food security,” Open Access Res. J. Biol. Pharm., vol. 10, no. 2, pp. 114–126, 2024.
  29. Santini, A., Bartolini, E., Schneider, M., & Greco de Lemos, V. (2021). The crop growth planning problem in vertical farming. European Journal of Operational Research, 294(1), 377–390. https://doi.org/10.1016/j.ejor.2021.01.034
  30. K. Wolf-Cloud, “Our History - Wind Harvest,” Wind Harvest, Apr. 29, 2024. https://windharvest.com/history/#founders (accessed Oct. 02, 2024).
  31. M. A. Al-Rawajfeh and M. R. Gomaa, “Comparison between horizontal and vertical axis wind turbine,” International Journal of Applied Power Engineering (IJAPE), vol. 12, no. 1, p. 13, Mar. 2023, doi: https://doi.org/10.11591/ijape.v12.i1.pp13-23.
  32. S. Xie, P. Martinez-Vazquez, and C. C. Baniotopoulos, “Wind Flow Characteristics on a Vertical Farm with Potential Use of Energy Harvesting,” ResearchGate, May 2024. https://www.researchgate.net/publicatio n/380275636_Wind_Flow_Characteristics_on_a_Vertical_Farm_with_Potential_Use_of_Energy_Harvesting (accessed Oct. 02, 2024).
  33. Sa, 2015 –. Stats. (n.d.). Detailed results of agriculture census. Gov.Sa. Retrieved November 6, 2024, from https://www.stats.gov.sa/sites/default/files/agriculure_census_en_2015.pdf
  34. Ministry of Environment, Water and Agriculture, "National Agricultural Strategy and Executive Summary for the Year 2030," Saudi Arabia. [Online]. Available: mewa.gov.sa 
  35.  Ministry of Environment, Water, and Agriculture, "Launching the First Commercial Urban Vertical Farm in Saudi Arabia," Feb. 18, 2023. [Online]. Available: https://www.mewa.gov.sa/ar/MediaCenter/PressReleases/PressFiles/2023-02-18.pdf.
  36. Ministry of Environment, Water, and Agriculture, "Moraq: First Vertical Farm in Saudi Arabia," July 26, 2020. [Online]. Available:  https://www.mewa.gov.sa /ar/MediaCenter/PressReleases/PressFiles/20200726.pdf#search=ALL%28%D9%85%D9%88%D8%B1%D9%82%29
  37. Ministry of Environment, Water, and Agriculture, "Establishment of a Regional Network of Vertical Farms in Saudi Arabia," Dec. 6, 2022. [Online]. Available: https://www.mewa.gov.sa/ar/MediaCenter/PressReleases/PressFiles/2022-12-06.pdf#search=ALL%28%D9%85%D9%88%D8%B1%D9%82%29
  38. Ministry of Environment, Water, and Agriculture, "Launch of New Initiatives in Vertical Farming," 2020. [Online]. Available: https://www.mewa.gov.sa/ar/ MediaCenter/News/Pages/News8922020.aspx
  39. Kalantari, F., Tahir, O. M., Joni, R. A., & Fatemi, E. (2018). Opportunities and challenges in sustainability of Vertical Farming: A review. Journal of Landscape Ecology, 11(1), 35–60. https://doi.org/10.1515/jlecol-2017-0016
  40. R. K. Megalingam, G. S. Sree, G. M. Reddy, I. R. Sri Krishna, and L. U. Suriya, “Food spoilage detection using convolutional neural networks and K means clustering,” in 2019 3rd International Conference on Recent Developments in Control, Automation & Power Engineering (RDCAPE), 2019, vol. 1, pp. 488–493.
  41. L. K. K and A. A. Sini, “Apple Fruit Disease Detection for Hydroponic plants using Leading edge Technology Machine Learning and Image Processing,” in 2021 2nd International Conference on Smart Electronics and Communication (ICOSEC), 2021.
  42. A. Musa, M. Hassan, M. Hamada, and F. Aliyu, “Low-power deep learning model for plant disease detection for smart-hydroponics using knowledge distillation techniques,” J. Low Power Electron. Appl., vol. 12, no. 2, p. 24, 2022.
  43. S. V. S. Ramakrishnam Raju, B. Dappuri, P. Ravi Kiran Varma, M. Yachamaneni, D. M. G. Verghese, and M. K. Mishra, “Design and implementation of smart hydroponics farming using IoT‐based AI controller with mobile application system,” J. Nanomater., vol. 2022, no. 1, 2022.
  44. A. Tablada, V. Kosorić, H. Huang, S. S. Y. Lau, and V. Shabunko, “Architectural quality of the productive façades integrating photovoltaic and vertical farming systems: Survey among experts in Singapore,” Frontiers of Architectural Research, vol. 9, no. 2, pp. 301–318, Jun. 2020, doi: https://doi.org/10.1016/j.foar.2019.12.005.
  45. Ministry of Environment, Water, and Agriculture, "Number of agricultural holdings across the Kingdom," Open Data Portal, 2024. [Online]. Available: https://www.mewa.gov.sa/ar/InformationCenter/OpenData/Geo
  46. Application Department. (n.d.). تقارير الصفقات العقارية. Gov.sa. Retrieved March 6, 2025, from https://www.moj.gov.sa/ar/OpenData/PowerBIReport/Pages/BIReportRealestate.aspx
  47. Elvira Molin, M. A. M. (2018). Assessing the energy and environmental performance of vertical hydroponic farming. Researchgate.net. https://www.researc hgate.net/publication/324088096_Assessing_the_energy_and_environmental_performance_of_vertical_hydroponic_farming
  48. Elmulthum, N. A., Zeineldin, F. I., Al-Khateeb, S. A., Al-Barrak, K. M., Mohammed, T. A., Sattar, M. N., & Mohmand, A. S. (2023). Water use efficiency and economic evaluation of the hydroponic versus conventional cultivation systems for green fodder production in Saudi Arabia. Sustainability, 15(1), 822. https://doi.org/10.3390/su15010822
  49. Water Consumption Tariffs. (2016). Argaam. https://www.argaam.com/ar/article/articledetail/id/416258
  50. Production Sector. (n.d.). Ministry of Environment Water and Agriculture. from https://www.rowadalz eraa.com/ar/categories/production
  51. Construction begins on indoor vertical farm in Saudi Arabia. (2024). Newaginternational.com. https://www. newaginternational.com/cea-and-greenhouse/construction-begins-on-indoor-vertical-farm-in-saudi-arabia/
  52. Pinter, J. (Nonlinear Systems Modeling and Optimization Using AIMMS /LGO. Researchgate.net. Retrieved March 6, 2025, from https://www.re searchgate.net/publication/255642950_Nonlinear_Systems_Modeling_and_Optimization_Using_AIMMS_LGO
  53. S. Razavi et al., “The Future of Sensitivity Analysis: An essential discipline for systems modeling and policy support,” Environ. Model. Softw., vol. 137, no. 104954, p. 104954, 2021.
  54. Drury, Management and Cost Accounting, 10th ed. Andover, England: Cengage Learning EMEA, 2018.
  55. Nikolaos Tsorakidis, Sophocles Papadoulos, Michael Zerres & Christopher Zerres Break-Even Analysis.
  56. "Fresh Local Lettuce," Tomatooapp.com [Online]. Available: https://tomatooapp.com/ar/%D8%AE%D8 %B3-%D9%85%D8%AD%D9%84%D9%8A-%D8%B7%D8%A7%D8%B2%D8%AC/p288543023?srsltid=AfmBOop4CGd1-J99Fkt80L0pYrLiSnTS-Z7af6m_ByqT_rkWA4QcXrrY. [Accessed: 14-Apr-2025].
  57. Despommier, D. (2024). Vertical farming: a holistic approach towards food security. Frontiers in Science, 2. https://doi.org/10.3389/fsci.2024.1473141
  58. Zadd, "Lettuce – Foreign Trade by Country," 910ths, Available: https://zadd.910ths.sa/ar/product/vegetable-products/vegetables/lettuce#foreign-trade-by-country.
  59. Kalantari, F., Tahir, O. M., Joni, R. A., & Fatemi, E. (2018). Opportunities and challenges in sustainability of Vertical Farming: A review. Journal of Landscape Ecology, 11(1), 35–60. doi:10.1515/jlecol-2017-0016
  60. K. Benke and B. Tomkins, “Future food-production systems: vertical farming and controlled-environment agriculture,” Sustain. Sci. Pract. Policy, vol. 13, no. 1, pp. 13–26, 2017.
  61. K. Al-Kodmany, “The vertical farm: A review of developments and implications for the vertical city,” Buildings, vol. 8, no. 2, p. 24, 2018.
  62. A. M. Beacham, L. H. Vickers, and J. M. Monaghan, “Vertical farming: a summary of approaches to growing skywards,” J. Hortic. Sci. Biotechnol., vol. 94, no. 3, pp. 277–283, 2019.

The increasing demand for food production in dry regions requires innovative agricultural practices. Vertical farming presents a sustainable solution by optimizing space and resource utilization while addressing food security challenges. This study examines the feasibility of vertical farming in Saudi Arabia, using mathematical optimization to determine the most suitable locations for vertical farms in the country. A mixed-integer linear programming model was developed using AIMMS software, incorporating key parameters such as infrastructure compatibility, water availability, and energy consumptions. Data from government records and geospatial analysis were integrated to enhance model accuracy. The results identify seven optimal locations in five cities—Riyadh, Jeddah, Dammam, Tabuk, and Khamis Mushait—ensuring efficient lettuce production at minimized costs. Findings highlight the potential of vertical farming in urban settings, reducing water consumption and enhancing food accessibility. However, challenges such as high energy requirements and initial investment costs persist. Future recommendations include decentralized container-based farming, renewable energy integration, and advanced automation. By implementing these solutions, vertical farming can transition from a niche agricultural practice to a mainstream, sustainable solution for food security in Saudi Arabia. This research provides a strategic framework for policymakers and investors to promote sustainable urban agriculture in the Kingdom.

Keywords : Vertical Farming, Location Optimization, Saudi Arabia, Mixed-Integer Linear Programming, AIMMS Software.

Never miss an update from Papermashup

Get notified about the latest tutorials and downloads.

Subscribe by Email

Get alerts directly into your inbox after each post and stay updated.
Subscribe
OR

Subscribe by RSS

Add our RSS to your feedreader to get regular updates from us.
Subscribe