THE FUTURE OF SUSTAINABLE AGRICULTURE: A REVIEW OF IOT AND AUTONOMOUS CONTROL IN VERTICAL HYDROPONIC FARMING
Kaiyisah Hanis Mohd Azmi, Nurul Asyikin Mohamed Radzi, Ayuniza Ahmad
DOI: 10.15598/aeee.v22i2.5321
Abstract
By 2050, the global population is expected to exceed 9.7 billion, increasing the demand for food production. Traditional farming operations cannot supply the exponential food demand due to land, water, and resource limits. Vertical hydroponic (VHF) systems, which enable hydroponically growing plants in space-constrained situations such as high-rise buildings and inside structures, could be a promising solution to these difficulties. Furthermore, smart technologies such as the Internet of Things (IoT) and autonomous control systems (ACS) can be used to improve the efficiency and productivity of these systems. The combination of IoT and ACS in VHF can give several advantages, including increased efficiency, productivity, and sustainability. Nonetheless, there are challenges and limitations associated with the application of these systems. Thus, this research presented a thorough examination of the function of IoT and ACS in VHF. This paper also explored the benefits and obstacles of deploying these systems, as well as future research opportunities in this field. Finally, this article demonstrated how IoT and ACS have the potential to change agriculture and handle the growing demand for food production in a sustainable manner
Keywords
References
“Global Issues: Population,” United Nations. https://www.un.org/en/global-issues/population (accessed May 11, 2023).
“Global Issues: Food,” United Nations. https://www.un.org/en/global-issues/food (accessed May 11, 2023).
M. N. Halgamuge, A. Bojovschi, P. M. J. Fisher, T. C. Le, S. Adeloju, and S. Murphy, “Internet of Things and autonomous control for vertical cultivation walls towards smart food growing: A review,” Urban For. Urban Green., vol. 61, p. 127094, 2021, doi: https://doi.org/10.1016/j.ufug.2021.127094.
L. Graamans, E. Baeza, A. van den Dobbelsteen, I. Tsafaras, and C. Stanghellini, “Plant factories versus greenhouses: Comparison of resource use efficiency,” Agric. Syst., vol. 160, pp. 31–43, 2018, doi: https://doi.org/10.1016/j.agsy.2017.11.003.
M. Gentry, “Local heat, local food: Integrating vertical hydroponic farming with district heating in Sweden,” Energy, vol. 174, pp. 191–197, 2019, doi: https://doi.org/10.1016/j.energy.2019.02.119.
G. L. Barbosa et al., “Comparison of Land, Water, and Energy Requirements of Lettuce Grown Using Hydroponic vs. Conventional Agricultural Methods,” Int. J. Environ. Res. Public Health, vol. 12, no. 6, pp. 6879–6891, 2015, doi: 10.3390/ijerph120606879.
M. Ayaz, M. Ammad-Uddin, Z. Sharif, A. Mansour, and E.-H. M. Aggoune, “Internet-of-Things (IoT)-Based Smart Agriculture: Toward Making the Fields Talk,” IEEE Access, vol. 7, pp. 129551–129583, 2019, doi: 10.1109/ACCESS.2019.2932609.
“Water in Agriculture,” The World Bank. https://www.worldbank.org/en/topic/water-in-agriculture (accessed May 17, 2023).
T. Van Gerrewey, N. Boon, and D. Geelen, “Vertical Farming: The Only Way Is Up?,” Agronomy, vol. 12, no. 1, 2022, doi: 10.3390/agronomy12010002.
“Vegetation Technology Redefined,” veggitech. https://www.veggitech.com/ (accessed May 17, 2023).
C. Boylan, “The future of farming: Hydroponics,” Princeton Student Climate Initiative (PSCI), 2020. https://psci.princeton.edu/tips/2020/11/9/the-future-of-farming-hydroponics (accessed May 17, 2023).
M. Al-Chalabi, “Vertical farming: Skyscraper sustainability?,” Sustain. Cities Soc., vol. 18, pp. 74–77, 2015, doi: https://doi.org/10.1016/j.scs.2015.06.003.
A. Ehrmann, “On the Possible Use of Textile Fabrics for Vertical Farming,” TEKSTILEC, vol. 62, no. 1, pp. 34–41, 2019, doi: 10.14502/Tekstilec2019.62.34-41.
F. Dhawi, “The Role of Plant Growth-Promoting Microorganisms (PGPMs) and Their Feasibility in Hydroponics and Vertical Farming,” Metabolites, vol. 13, no. 2, Feb. 2023, doi: 10.3390/metabo13020247.
Y. Qian, L. E. Hibbert, S. Milner, E. Katz, D. J. Kliebenstein, and G. Taylor, “Improved yield and health benefits of watercress grown in an indoor vertical farm,” Sci. Hortic. (Amsterdam)., vol. 300, p. 111068, 2022, doi: https://doi.org/10.1016/j.scienta.2022.111068.
S. E. Wortman, M. S. Douglass, and J. D. Kindhart, “Cultivar, Growing Media, and Nutrient Source Influence Strawberry Yield in a Vertical, Hydroponic, High Tunnel System,” Horttechnology, vol. 26, no. 4, pp. 466–473, 2016, doi: 10.21273/HORTTECH.26.4.466.
S. Asseng et al., “Wheat yield potential in controlled-environment vertical farms,” Proc. Natl. Acad. Sci., vol. 117, no. 32, pp. 19131–19135, 2020, doi: 10.1073/pnas.2002655117.
B. N. S. Murthy, F. Karimi, R. H. Laxman, and V. S. J. Sunoj, “Response of strawberry cv. Festival grown under vertical soilless culture system,” INDIAN J. Hortic., vol. 73, no. 2, pp. 300–303, Jun. 2016, doi: 10.5958/0974-0112.2016.00066.9.
F. Moghimi and B. Asiabanpour, “Economics of vertical farming in the competitive market,” Clean Technol. Environ. Policy, 2023, doi: 10.1007/s10098-023-02473-8.
M. M. Shahda and N. A. Megahed, “Post-pandemic architecture: a critical review of the expected feasibility of skyscraper-integrated vertical farming (SIVF),” Archit. Eng. Des. Manag., vol. 19, no. 3, pp. 283–304, 2023, doi: 10.1080/17452007.2022.2109123.
P. Morella, M. P. Lambán, J. Royo, and J. C. Sánchez, “Vertical Farming Monitoring: How Does It Work and How Much Does It Cost?,” Sensors, vol. 23, no. 7, 2023, doi: 10.3390/s23073502.
C. Yuan, R. Shan, A. S. Adelia, A. Tablada, S. K. Lau, and S. S.-Y. Lau, “Effects of vertical farming on natural ventilation of residential buildings,” ENERGY Build., vol. 185, pp. 316–325, Feb. 2019, doi: 10.1016/j.enbuild.2018.12.028.
M. Martin, S. Poulikidou, and E. Molin, “Exploring the Environmental Performance of Urban Symbiosis for Vertical Hydroponic Farming,” SUSTAINABILITY, vol. 11, no. 23, Dec. 2019, doi: 10.3390/su11236724.
G. Kaur, P. Upadhyaya, and P. Chawla, “Comparative analysis of IoT-based controlled environment and uncontrolled environment plant growth monitoring system for hydroponic indoor vertical farm,” Environ. Res., vol. 222, p. 115313, 2023, doi: https://doi.org/10.1016/j.envres.2023.115313.
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, doi: 10.1080/14620316.2019.1574214.
N. Cowan, L. Ferrier, B. Spears, J. Drewer, D. Reay, and U. Skiba, “CEA Systems: the Means to Achieve Future Food Security and Environmental Sustainability?,” Front. Sustain. Food Syst., vol. 6, 2022, doi: 10.3389/fsufs.2022.891256.
M. de Carbonnel, J. M. Stormonth-Darling, W. Liu, D. Kuziak, and M. A. Jones, “Realising the Environmental Potential of Vertical Farming Systems through Advances in Plant Photobiology,” Biology (Basel)., vol. 11, no. 6, 2022, doi: 10.3390/biology11060922.
E.-D. Baciu, G.-M. Baci, A. R. Moise, and D. S. Dezmirean, “A Status Review on the Importance of Mulberry (Morus spp.) and Prospects towards Its Cultivation in a Controlled Environment,” Horticulturae, vol. 9, no. 4, 2023, doi: 10.3390/horticulturae9040444.
V. Yesil and O. Tatar, “AN INNOVATIVE APPROACH TO PRODUCE FORAGE CROPS: BARLEY FODDER IN VERTICAL FARMING SYSTEM,” Sci. Pap. A-AGRONOMY, vol. 63, no. 1, pp. 723–728, 2020.
L. Carotti et al., “Pulsed LED Light: Exploring the Balance between Energy Use and Nutraceutical Properties in Indoor-Grown Lettuce,” Agronomy, vol. 11, no. 6, 2021, doi: 10.3390/agronomy11061106.
M. E. H. Chowdhury et al., “Design, Construction and Testing of IoT Based Automated Indoor Vertical Hydroponics Farming Test-Bed in Qatar,” Sensors, vol. 20, no. 19, 2020, doi: 10.3390/s20195637.
J. G. Chand, K. Susmitha, A. Gowthami, K. M. Chowdary, and S. K. K. Ahmed, “IOT-Enabled Vertical Farming Monitoring System Using Big Data Analytics,” in 2022 Second International Conference on Advances in Electrical, Computing, Communication and Sustainable Technologies (ICAECT), 2022, pp. 1–6. doi: 10.1109/ICAECT54875.2022.9807888.
J. D. Stevens, D. Murray, D. Diepeveen, and D. Toohey, “Development and Testing of an IoT Spectroscopic Nutrient Monitoring System for Use in Micro Indoor Smart Hydroponics,” Horticulturae, vol. 9, no. 2, 2023, doi: 10.3390/horticulturae9020185.
J. D. Stevens, D. Murray, D. Diepeveen, and D. Toohey, “Adaptalight: An Inexpensive PAR Sensor System for Daylight Harvesting in a Micro Indoor Smart Hydroponic System,” Horticulturae, vol. 8, no. 2, 2022, doi: 10.3390/horticulturae8020105.
P. J. Antsaklis, K. M. Passino, and S. J. Wang, “An introduction to autonomous control systems,” IEEE Control Syst. Mag., vol. 11, no. 4, pp. 5–13, 1991, doi: 10.1109/37.88585.
“The World’s Most Experienced Driver,” WAYMO, 2023. https://waymo.com/ (accessed Jun. 09, 2023).
T. C. E et al., “Robot vacuum cleaner,” 2006 [Online]. Available: https://lens.org/038-899-027-354-165
N. Mir-Nasiri, H. S. J, and M. H. Ali, “Portable Autonomous Window Cleaning Robot,” Procedia Comput. Sci., vol. 133, pp. 197–204, 2018, doi: https://doi.org/10.1016/j.procs.2018.07.024.
B. Tracy, “Energy-saving smart windows could help combat climate change,” CBS Evening News, 2023. https://www.cbsnews.com/news/smart-windows-energy-saving-climate-change/ (accessed Jun. 09, 2023).
M. Delorme and A. Santini, “Energy-efficient automated vertical farms,” Omega, vol. 109, p. 102611, 2022, doi: https://doi.org/10.1016/j.omega.2022.102611.
D. D. Avgoustaki and G. Xydis, “Energy cost reduction by shifting electricity demand in indoor vertical farms with artificial lighting,” Biosyst. Eng., vol. 211, pp. 219–229, 2021, doi: https://doi.org/10.1016/j.biosystemseng.2021.09.006.
K. Wongpatikaseree, N. Hnoohom, and S. Yuenyong, “Machine Learning Methods for Assessing Freshness in Hydroponic Produce,” in 2018 International Joint Symposium on Artificial Intelligence and Natural Language Processing (iSAI-NLP), 2018, pp. 1–4. doi: 10.1109/iSAI-NLP.2018.8692883.
K. Lisha Kamala and S. Anna Alex, “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, pp. 820–825. doi: 10.1109/ICOSEC51865.2021.9591903.
L. S. Kondaka, R. Iyer, S. Jaiswal, and A. Ali, “A Smart Hydroponic Farming System Using Machine Learning,” in 2023 International Conference on Intelligent and Innovative Technologies in Computing, Electrical and Electronics (IITCEE), 2023, pp. 357–362. doi: 10.1109/IITCEE57236.2023.10090860.
D. Rahadiyan, S. Hartati, Wahyono, and A. P. Nugroho, “Design of an Intelligent Hydroponics System to Identify Macronutrient Deficiencies in Chili,” Int. J. Adv. Comput. Sci. Appl., vol. 13, no. 1, 2022, doi: 10.14569/IJACSA.2022.0130117.
B. Ban, D. Ryu, and M. Lee, “Machine Learning Approach to Remove Ion Interference Effect in Agricultural Nutrient Solutions,” in 2019 International Conference on Information and Communication Technology Convergence (ICTC), 2019, pp. 1156–1161. doi: 10.1109/ICTC46691.2019.8939812.
B. Ban, M. Lee, and D. Ryu, “ODE Network Model for Nonlinear and Complex Agricultural Nutrient Solution System,” in 2019 International Conference on Information and Communication Technology Convergence (ICTC), 2019, pp. 996–1001. doi: 10.1109/ICTC46691.2019.8939946.
S. C. Lauguico, R. S. Concepcion, D. D. Macasaet, J. D. Alejandrino, A. A. Bandala, and E. P. Dadios, “Implementation of Inverse Kinematics for Crop-Harvesting Robotic Arm in Vertical Farming,” in 2019 IEEE International Conference on Cybernetics and Intelligent Systems (CIS) and IEEE Conference on Robotics, Automation and Mechatronics (RAM), 2019, pp. 298–303. doi: 10.1109/CIS-RAM47153.2019.9095774.
H. Aquino et al., “On-demand Healthy and Chlorotic Lactuca sativa Leaf Classification Using Support Vector Machine in a Rotating Hydroponic System,” in 2022 IEEE 14th International Conference on Humanoid, Nanotechnology, Information Technology, Communication and Control, Environment, and Management (HNICEM), 2022, pp. 1–5. doi: 10.1109/HNICEM57413.2022.10109533.
M. S. Verma and S. D. Gawade, “A machine learning approach for prediction system and analysis of nutrients uptake for better crop growth in the Hydroponics system,” in 2021 International Conference on Artificial Intelligence and Smart Systems (ICAIS), 2021, pp. 150–156. doi: 10.1109/ICAIS50930.2021.9395956.
S. Gertphol, P. Chulaka, and T. Changmai, “Predictive models for Lettuce quality from Internet of Things-based hydroponic farm,” in 2018 22nd International Computer Science and Engineering Conference (ICSEC), 2018, pp. 1–5. doi: 10.1109/ICSEC.2018.8712676.
S. L. Samaranayake, S. Krishmal, P. L. R. . Cooray, T. Senatilaka, S. Rajapaksha, and W. S. Nuwanthika, “Autonomous Hydroponic Environment with Live Remote Consulting System for Strawberry Farming,” in 2022 4th International Conference on Advancements in Computing (ICAC), 2022, pp. 54–59. doi: 10.1109/ICAC57685.2022.10025041.
P. P. V, S. S M, and S. S. C, “Robust Smart Irrigation System using Hydroponic Farming based on Data Science and IoT,” in 2020 IEEE Bangalore Humanitarian Technology Conference (B-HTC), 2020, pp. 1–4. doi: 10.1109/B-HTC50970.2020.9297842.
A. Musa, M. Hamada, F. M. Aliyu, and M. Hassan, “An Intelligent Plant Dissease Detection System for Smart Hydroponic Using Convolutional Neural Network,” in 2021 IEEE 14th International Symposium on Embedded Multicore/Many-core Systems-on-Chip (MCSoC), 2021, pp. 345–351. doi: 10.1109/MCSoC51149.2021.00058.
U. Arora, S. Shetty, R. Shah, and D. K. Sinha, “Automated Dosing System in Hydroponics with Machine Learning,” in 2021 International Conference on Communication information and Computing Technology (ICCICT), 2021, pp. 1–6. doi: 10.1109/ICCICT50803.2021.9510115.
J. Li, Z. Mao, Z. Cao, K. Tei, and S. Honiden, “Self-adaptive Hydroponics Care System for Human-hydroponics Coexistence,” in 2021 IEEE 3rd Global Conference on Life Sciences and Technologies (LifeTech), 2021, pp. 204–206. doi: 10.1109/LifeTech52111.2021.9391909.
G. Kaur, P. Upadhyaya, and P. Chawla, “A TDS Prediction System for Hydroponic Vertical Farm based on ARIMA Model,” in 2022 8th International Conference on Signal Processing and Communication (ICSC), 2022, pp. 261–265. doi: 10.1109/ICSC56524.2022.10009260.
B. B. De Los Santos et al., “Lettuce Root Development and Monitoring System Using Machine Learning in Hydroponics,” in TENCON 2022 - 2022 IEEE Region 10 Conference (TENCON), 2022, pp. 1–6. doi: 10.1109/TENCON55691.2022.9977465.
R. Vadivel, R. V Parthasarathi, A. Navaneethraj, P. Sridhar, K. A. Muhammad Nafi, and S. Karan, “Hypaponics - Monitoring and Controlling using Internet of Things and Machine Learning,” in 2019 1st International Conference on Innovations in Information and Communication Technology (ICIICT), 2019, pp. 1–6. doi: 10.1109/ICIICT1.2019.8741487.
L. K. S. Tolentino et al., “HyLo: Implementation of LoRaWAN in an Automated Hydroponics System,” in 2021 IEEE International Conference on Mobile Networks and Wireless Communications (ICMNWC), 2021, pp. 1–6. doi: 10.1109/ICMNWC52512.2021.9688540.
H. Zhang and L. Zhang, “A Reliable Data-Driven Control Method for Planting Temperature in Smart Agricultural Systems,” IEEE Access, vol. 11, pp. 38182–38193, 2023, doi: 10.1109/ACCESS.2023.3267803.
K. . Khujamatov, T. K. Toshtemirov, A. P. Lazarev, and Q. T. Raximjonov, “IoT and 5G technology in agriculture,” in 2021 International Conference on Information Science and Communications Technologies (ICISCT), 2021, pp. 1–6. doi: 10.1109/ICISCT52966.2021.9670037.
A. Jandl, P. A. Frangoudis, and S. Dustdar, “Edge-Based Autonomous Management of Vertical Farms,” IEEE Internet Comput., vol. 26, no. 01, pp. 68–75, Jan. 2022, doi: 10.1109/MIC.2021.3129271.
F. Nolack Fote, S. Mahmoudi, A. Roukh, and S. Ahmed Mahmoudi, “Big Data Storage and Analysis for Smart Farming,” in 2020 5th International Conference on Cloud Computing and Artificial Intelligence: Technologies and Applications (CloudTech), 2020, pp. 1–8. doi: 10.1109/CloudTech49835.2020.9365869.
N. Meshram, B. Prasad, P. Ranjan, and N. M. Johari, “Scaling Vertical Farming from Micro to Macro using Wireless Network for Smart Agriculture,” in 2021 IEEE Bombay Section Signature Conference (IBSSC), 2021, pp. 1–5. doi: 10.1109/IBSSC53889.2021.9673438.
M. Gupta and S. Ganapuram, “VERTICAL FARMING USING INFORMATION AND COMMUNICATION TECHNOLOGIES,” Dec. 2019.
S. G. Gulhane and A. R. Phadke, “Design of Agro-photovoltaic System for Optimized Energy Generation and Crop Yield using Fuzzy Framework,” in 2023 2nd International Conference for Innovation in Technology (INOCON), 2023, pp. 1–6. doi: 10.1109/INOCON57975.2023.10101340.
J. Song, Q. Zhong, W. Wang, C. Su, Z. Tan, and Y. Liu, “FPDP: Flexible Privacy-Preserving Data Publishing Scheme for Smart Agriculture,” IEEE Sens. J., vol. 21, no. 16, pp. 17430–17438, 2021, doi: 10.1109/JSEN.2020.3017695.
M. Dutta et al., “Evaluation of Growth Responses of Lettuce and Energy Efficiency of the Substrate and Smart Hydroponics Cropping System,” Sensors, vol. 23, no. 4, 2023, doi: 10.3390/s23041875.
S. Nakamoto, “Bitcoin: A peer-to-peer electronic cash system,” Decentralized Bus. Rev., p. 21260, 2008.