Impact of Smart Greenhouse Using IoT for Enhanced Quality of Plant Growth
(1) Munawar Ali Mail (Universitas Pembangunan Nasional “Veteran” Jawa Timur, Indonesia)
(2) Anak Agung Ngurah Gunawan Mail (Universitas Udayana, Indonesia)
(3) Dwi Arman Prasetya Mail (Universitas Pembangunan Nasional “Veteran” Jawa Timur, Indonesia)
(4) Mohd Zamri Bin Ibrahim Mail (University Malaysia Pahang Al-Sultan Abdullah, Malaysia)
(5) * I Gede Susrama Mas Diyasa Mail (Universitas Pembangunan Nasional “Veteran” Jawa Timur, Indonesia)
*corresponding author

Abstract


Greenhouses play a crucial role in manipulating environmental conditions for optimal plant growth. While existing greenhouses enhance control over environmental factors, manual controls such as watering and humidity regulation often lead to suboptimal production and increased costs. This study proposes the development of a smart greenhouse with an automatic control system using fuzzy logic, specifically fuzzy Sugeno, to regulate watering and lighting based on soil moisture, temperature, and light intensity. The system's architecture involves sensor inputs, microcontroller processing, and the activation of actuators, such as UV lights and water pumps. Fuzzy logic is applied to interpret soil moisture and temperature inputs and determine optimal irrigation durations. The system's functionality is tested and validated through functional testing, Blynk application testing, and fuzzy Sugeno testing. Results indicate the successful implementation of the proposed smart greenhouse system. Functional testing demonstrates accurate sensor readings, including temperature and soil moisture. The Blynk application enables real-time monitoring and control of environmental conditions. Fuzzy Sugeno testing validates the irrigation control system, with an average error rate of 1.3%, affirming the system's alignment with desired specifications. Plant testing in different conditions showcases the effectiveness of the smart greenhouse in supporting plant growth and development.

Keywords


Monitoring; Control; Greenhouse; IoT

   

DOI

https://doi.org/10.31763/ijrcs.v4i3.1277 		      

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[1] M. Hafiz, I. Ardiansah, N. Bafdal, “Website Based Greenhouse Microclimate Control Automation System Design,†JOIN (Jurnal Online Informatika), vol. 5, no. 1, pp. 105-114, 2020, https://doi.org/10.15575/join.v5i1.575.

[2] R. Siskandar, S. H. Santosa, Wiyoto, B. R. Kusumah, A. P. Hidayat, “Control and Automation: Insmoaf (Integrated Smart Modern Agriculture and Fisheries) on The Greenhouse Model,†Jurnal Ilmu Pertanian Indonesia (JIPI), vol. 27, no. 1, pp. 141-152, 2022, https://doi.org/10.18343/jipi.27.1.141.

[3] S. Zhang, Y. Guo, H. Zhao, Y. Wang, D. Chow, Y. Fan, “Methodologies of control strategies for improving energy efficiency in agricultural greenhouses,†Journal of Cleaner Production, vol. 274, p. 122695, 2020, https://doi.org/10.1016/j.jclepro.2020.122695.

[4] C. Vatistas, D. D. Avgoustaki and T. Bartzanas, “A Systematic Literature Review on Controlled-Environment Agriculture: How Vertical Farms and Greenhouses Can Influence the Sustainability and Footprint of Urban Microclimate with Local Food Production,†Atmosphere, vol. 13, no. 8, p. 1258, 2022, https://doi.org/10.3390/atmos13081258.

[5] D.T. Santosh, K.N. Tiwari, V. K. Singh and A. R. G. Reddy, “Micro Climate Control in Greenhouse,
International Journal of Current Microbiology and Applied Sciences,†International Journal of Current Microbiology and Applied Sciences, vol. 6, no. 3, pp. 1730-1742, 2017, https://doi.org/10.20546/ijcmas.2017.603.199.

[6] M. Huang, “Design of Intelligent Greenhouse Control System based on MCGS and PLC,†Journal of Physics: Conference Series, vol. 2510, no. 1, p. 012022, 2023, https://doi.org/10.1088/1742-6596/2510/1/012022.

[7] S. Islam, M. N. Reza, M. Chowdhury, S. Chung, I. Choi, “A review on effect of ambient environment factors and monitoring technology for plant factory,†Precision Agriculture Science and Technology, vol. 3, no. 3, pp. 83-98, 2021, https://doi.org/10.12972/pastj.20210010.

[8] H. X. Huynh, L. N. Tran, N. D. Trung, “Smart greenhouse construction and irrigation control system for optimal Brassica Juncea development,†PLoS ONE, vol. 18, no. 10, p. e0292971, 2023, https://doi.org/10.1371/journal.pone.0292971.

[9] S. Vanegas-Ayala, J. Barón-Velandia, D. Leal-Lara, “A Systematic Review of Greenhouse Humidity Prediction and Control Models Using Fuzzy Inference Systems,â€
Advances in Human-Computer Interaction, vol. 2022, no. 1, pp. 1-16, 2022, https://doi.org/10.1155/2022/8483003.

[10] C. Bersani, C. Ruggiero, R. Sacile, A. Soussi and E. Zer, “Internet of Things Approaches for Monitoring and Control of Smart Greenhouses in Industry 4.0,†Energies, vol. 15, no. 10, p. 3834, 2022, https://doi.org/10.3390/en15103834.

[11] I. G. S. M. Diyasa et al., “Progressive Parking Smart System in Surabaya’s Open Area Based on IoT,†Journal of Physics: Conference Series, vol. 1569, no. 2, p. 022043, 2020, https://doi.org/10.1088/1742-6596/1569/2/022043.

[12] H. Y. Riskiawan et al., “Artificial Intelligence Enabled Smart Monitoring and Controlling of IoT-Green House,†Arabian Journal for Science and Engineering, vol. 49, pp. 3043-3061, 2023, https://doi.org/10.1007/s13369-023-07887-6.

[13] R. Rayhana, G. Xiao and Z. Liu, "Internet of Things Empowered Smart Greenhouse Farming," IEEE Journal of Radio Frequency Identification, vol. 4, no. 3, pp. 195-211, 2020, https://doi.org/10.1109/JRFID.2020.2984391.

[14] J. S. Sujin, R. Murugan, M. Nagarjun, A. K. Praven, “IOT Based Greenhouse Monitoring and Controlling System,†Journal of Physics: Conference Series, vol. 1916, no. 1, p. 012062, 2021, https://doi.org/10.1088/1742-6596/1916/1/012062.

[15] M. F. Wicaksono, M. D. Rahmatya, “IoT for Residential Monitoring Using ESP8266 and ESP-NOW Protocol,†Jurnal Ilmiah Teknik Elektro Komputer dan Informatika, vol. 8, no. 1, pp. 93-106, 2022, http://dx.doi.org/10.26555/jiteki.v8i1.23616.

[16] R. Sidqi, B. R. Rynaldo, S. H. Suroso, R. Firmansyah, “Arduino Based Weather Monitoring Telemetry System Using NRF24L01+,†IOP Conference Series: Materials Science and Engineering, vol. 336, no. 1, p. 012024, 2018, https://doi.org/10.1088/1757-899X/336/1/012024.

[17] A. Q. Mohabuth, D. Nem, “An IoT-Based Model for Monitoring Plant Growth in Greenhouses,†Journal of Information Systems and Informatics, vol. 5, no. 2, pp. 536-549, 2023, https://doi.org/10.51519/journalisi.v5i2.489.

[18] H. T. Ng, Z. K. Tham, N. A. A. Rahim, A. W. Rohim, W. W. Looi, N. A. Syazreen, “IoT-enabled system for monitoring and controlling vertical farming operations,†International Journal of Reconfigurable and Embedded Systems, vol. 12, no. 3, pp. 453-461, 2023, http://doi.org/10.11591/ijres.v12.i3.pp453-461.

[19] I. Ardiansah, N. Bafdal, E. Suryadi, A. Bono, “Greenhouse Monitoring and Automation Using Arduino: a Review on Precision Farming and Internet of Things (IoT),†International Journal on Advanced Science Engineering Information, Technology, vol. 10, no. 2, pp. 703-709, 2020, https://doi.org/10.18517/ijaseit.10.2.10249.

[20] A. Bhujel et al., “Sensor Systems for Greenhouse Microclimate Monitoring and Control: a Review,†Journal of Biosystems Engineering, vol. 45, pp. 341-361, 2021, https://doi.org/10.1007/s42853-020-00075-6.

[21] V. Oguntosin, C. Okeke, E. Adetiba, A. Abdulkareem and J. Olowoleni, “IoT-Based Greenhouse Monitoring and Control System,†International Journal of Computing and Digital Systems, vol. 14, no. 1, pp. 469-483, 2023, http://dx.doi.org/10.12785/ijcds/140137.

[22] P. V. Dudhe, N. V. Kadam, R. M. Hushangabade and M. S. Deshmukh, "Internet of Things (IOT): An overview and its applications," 2017 International Conference on Energy, Communication, Data Analytics and Soft Computing (ICECDS), pp. 2650-2653, 2017, https://doi.org/10.1109/ICECDS.2017.8389935.

[23] A. Sofwan, S. Sumardi, A. I. Ahmada, I. Ibrahim, K. Budiraharjo and K. Karno, "Smart Greetthings: Smart Greenhouse Based on Internet of Things for Environmental Engineering," 2020 International Conference on Smart Technology and Applications (ICoSTA), pp. 1-5, 2020, https://doi.org/10.1109/ICoSTA48221.2020.1570614124.

[24] P. Dubey, M. Mishra, N. Bansal, L. Singhal, K. Kandpal, “IoT Based Greenhouse Environment Monitoring and Controlling Using Arduino,†International Journal of Research in Engineering and Science, vol. 9, no. 6, pp. 4-10, 2021, https://www.ijres.org/papers/Volume-9/Issue-6/Ser-6/B09060409.pdf.

[25] E. M. Pechlivani and D. Tzovaras, “IoT-Based Agro-Toolbox for Soil Analysis and Environmental Monitoring,†Micromachines, vol. 14, no. 9, p. 1698, 2023, https://doi.org/10.3390/mi14091698.

[26] 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, https://doi.org/10.1109/ACCESS.2019.2932609.

[27] J. D. Albius, R. L. B. D. L. Cruz, J. B. I. Gumandoy, W. D. D. Ofrin, E. P. E. F. Puyo, “Solar-Powered Multi-Network Greenhouse: Automated Mushroom Monitoring and Management System Using Microcontrollers and IoT-Based Applications,†International Journal of Science, Technology, Engineering and Mathematics, vol. 1, no, 2, pp. 1-18, 2021, https://doi.org/10.53378/352853.

[28] E. S. Agulto and V. B. Ella, “Development of mobile application for wireless sensor networks for efficient irrigation water management,†IOP Conference Series: Earth and Environmental Science, vol. 1038, no. 1, p. 012030, https://doi.org/10.1088/1755-1315/1038/1/012030.

[29] Y. Liu, “Smart Greenhouse Monitoring and Controlling based on NodeMCU,†International Journal of Advanced Computer Science and Applications, vol. 13, no. 9, pp. 597-600, https://dx.doi.org/10.14569/IJACSA.2022.0130970.

[30] I. A. Widhiantari, J. Sumarsono, M. A. Auni Annawawi, “Temperature and Humidity Monitoring in Dry Land of Cayene Pepper Based on Internet of Thing (IoT),†Jurnal Teknik Pertanian Lampung, vol 12, no. 1, pp. 70-81, 2023, http://dx.doi.org/10.23960/jtep-l.v12i1.70-81.

[31] S. Yoseph, “Implementation of Fuzzy Logic in Internet of Things- Based Greenhouse,†Internet of Things and Artificial Intelligence Journal, vol. 1, no. 2, pp. 100-113, 2021, https://doi.org/10.31763/iota.v1i2.489.

[32] Y. Chen, L. Hung and M. Syamsudin, "Fuzzy Q-learning Control for Temperature Systems," 2021 IEEE/ACIS 22nd International Conference on Software Engineering, Artificial Intelligence, Networking and Parallel/Distributed Computing (SNPD), pp. 148-151, 2021, https://doi.org/10.1109/SNPD51163.2021.9704994.

[33] Ö. Alpay, E. Erdem, “The Control of Greenhouses Based on Fuzzy Logic Using Wireless Sensor Networks,†International Journal of Computational Intelligence Systems, vol. 12, no. 1, pp. 190-203, 2019, https://doi.org/10.2991/ijcis.2018.125905641.

[34] C. Huda, B. Etikasari, P. S. D. Puspitasari, “A Smart Greenhouse Production System Utilizes an IoT Technology,†JUITA: Jurnal Informatika, vol. 11, no. 1, pp. 117-124, 2023, https://doi.org/10.30595/juita.v11i1.16191.

[35] S. Vanegas-Ayala, J. Barón-Velandia, D. Leal-Lara, “Predictive Model of Humidity in Greenhouses through Fuzzy Inference Systems Applying Optimization Methods,†Advances in Fuzzy Systems, vol. 2023, no. 1, pp. 1-22, https://doi.org/10.1155/2023/4764919.

[36] A. Ouammi, Y. Achour, D. Zejli and H. Dagdougui, "Supervisory Model Predictive Control for Optimal Energy Management of Networked Smart Greenhouses Integrated Microgrid," IEEE Transactions on Automation Science and Engineering, vol. 17, no. 1, pp. 117-128, 2020, https://doi.org/10.1109/TASE.2019.2910756.

[37] F. Umam, A. Dafid, A. D. Cahyani, “Implementation of Fuzzy Logic Control Method on Chilli Cultivation Technology Based Smart Drip Irrigation System,†Jurnal Ilmiah Teknik Elektro Komputer dan Informatika, vol. 9, no. 1, pp. 132-141, 2023, http://dx.doi.org/10.26555/jiteki.v9i1.25878.

[38] I. Salamah, Suzanzefi, S. S. Ningrum, “Implementation of Fuzzy Logic in Soil Moisture and Temperature Control System for Araceae Plants Based on LoRa,†Protek: Jurnal Ilmiah Teknik Elektro, vol. 10, no. 3, pp. 184-192, 2023, https://doi.org/10.33387/protk.v10i3.6390.

[39] S. D. Nath, M. S. Hossain, I. A. Chowdhury, S. Tasneem, M. Hasan and R. Chakma, “Design and Implementation of an IoT Based Greenhouse Monitoring and Controlling System,†Journal of Computer Science and Technology Studies, vol. 3, no. 1, pp. 01-06, 2021, https://doi.org/10.32996/jcsts.2021.3.1.1.

[40] X. Hong, “Advantages and Challenges of IoT-Based Greenhouse Monitoring and Management System,†Agrotechnology, vol. 12, no. 1, 2023, https://www.walshmedicalmedia.com/open-access/advantages-and-challenges-of-iotbased-greenhouse-monitoring-and-management-system-119326.html.

[41] M. Dhanaraju, P. Chenniappan, K. Ramalingam, S. Pazhanivelan and R. Kaliaperumal, “Smart Farming: Internet of Things (IoT)-Based Sustainable Agriculture,†Agriculture, vol. 12, no. 10, p. 1745, 2022, https://doi.org/10.3390/agriculture12101745.

[42] A. Vishwakarma, A. Sahu, N. Sheikh, P. Payasi, S. K. Rajput and L. Srivastava, "IOT Based Greenhouse Monitoring And Controlling System," 2020 IEEE Students Conference on Engineering & Systems (SCES), pp. 1-6, 2020, https://doi.org/10.1109/SCES50439.2020.9236693.

[43] H. Benyezza, M. Bouhedda, M. C. Zerhouni, M. Boudjemaa and S. Abu Dura, "Fuzzy Greenhouse Temperature and Humidity Control based on Arduino," 2018 International Conference on Applied Smart Systems (ICASS), pp. 1-6, 2018, https://doi.org/10.1109/ICASS.2018.8652017.

[44] Alimuddin, R. Arafiyah, D. M. Subrata, N. Huda, “Development and Performance of a Fuzzy Logic Control System for Temperature and Carbon Dioxide for Red Chili Cultivation in an Aeroponic Greenhouse System,†International Journal on Advanced Science Engineering Information, Technology, vol. 10, no. 6, pp. 2355-2361, 2020, https://doi.org/10.18517/ijaseit.10.6.12678.

[45] D. GoÌmez-Melendez, “Fuzzy irrigation greenhouse control system based on a field programmable gate array,†International Journal of Irrigation and Water Management, vol. 6, no. 11, pp. 1-14, 2019, https://www.internationalscholarsjournals.com/articles/fuzzy-irrigation-greenhouse-control-system-based-on-a-field-programmable-gate-array.pdf.


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International Journal of Robotics and Control Systems
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