PERTANIKA JOURNAL OF TROPICAL AGRICULTURAL SCIENCE

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• Alipio, M. I., Cruz, A. E. M. dela, Doria, J. D. A., & Fruto, R. M. S. (2019). On the design of Nutrient Film Technique hydroponics farm for smart agriculture. Engineering in Agriculture, Environment and Food, 12(3), 315-324. https://doi.org/10.1016/j.eaef.2019.02.008

• Daud, M., Handika, V., & Bintoro, A. (2018). Design and realization of fuzzy logic control for Ebb and flow hydroponic system. International Journal of Scientific and Technology Research, 7(9), 138-144.

• Domingues, D. S., Takahashi, H. W., Camara, C. A. P., & Nixdorf, S. L. (2012). Automated system developed to control pH and concentration of nutrient solution evaluated in hydroponic lettuce production. Computers and Electronics in Agriculture, 84, 53-61. https://doi.org/10.1016/j.compag.2012.02.006

• Dubey, N., & Nain, V. (2020). Hydroponic - The future of farming. International Journal of Environment, Agriculture and Biotechnology, 4(4), 857-864. https://doi.org/10.22161/ijeab.54.2

• Franchini, S., Charogiannis, A., Markides, C. N., Blunt, M. J., & Krevor, S. (2019). Calibration of astigmatic particle tracking velocimetry based on generalized Gaussian feature extraction. Advances in Water Resources, 124, 1-8. https://doi.org/10.1016/j.advwatres.2018.11.016

• Garg, K., Verma, S., & Solanki, H. A. (2021). A review on variety and variability of soil-less media for maximizing yield of greenhouse horticultural crops. Research and Reviews: Journal of Environmental Sciences, 3(1), 1-9. http://doi.org/10.5281/zenodo.4663964

• Goparaju, S. U. N., Vaddhiparthy, S. S. S., Pradeep, C., Vattem, A., & Gangadharan, D. (2021, Jun 14-July 31). Design of an IoT system for machine learning calibrated TDS measurement in smart campus. [Paper presentation]. 2021 IEEE 7th World Forum on Internet of Things (WF-IoT), Los Angeles, USA. https://doi.org/10.1109/WF-IoT51360.2021.9595057

• Graves, C. J. (1983). The nutrient film technique. Horticultural Reviews, 5(1), 1-44.

• Hope, T. M. (2020). Machine learning. Elsevier.

• Hosseini, H., Mozafari, V., Roosta, H. R., Shirani, H., van de Vlasakker, P. C. H., & Farhangi, M. (2021). Nutrient use in vertical farming: Optimal electrical conductivity of nutrient solution for growth of lettuce and basil in hydroponic cultivation. Horticulturae, 7(9), Article 283. https://doi.org/10.3390/horticulturae7090283

• Iida, S., Shimizu, T., Shinohara, Y., Takeuchi, S., & Kumagai, T. (2020). The necessity of sensor calibration for the precise measurement of water fluxes in forest ecosystems. Forest-Water Interactions, 240, 29-54. https://doi.org/10.1007/978-3-030-26086-6_2

• Karunasingha, D. S. K. (2022). Root mean square error or mean absolute error. Information Sciences, 585, 609-629. https://doi.org/10.1016/j.ins.2021.11.036

• Koestoer, R., Pancasaputra, N., Roihan, I., & Harinaldi. (2019). A simple calibration methods of relative humidity sensor DHT22 for tropical climates based on Arduino data acquisition system. AIP Conference Proceedings, 2062(1), Article 020009. https://doi.org/10.1063/1.5086556

• Maucieri, C., Nicoletto, C., van Os, E., Anseeuw, D., van Havermaet, R., & Junge, R. (2019). Hydroponic technologies. In S. Goddek, A. Joyce, B. Kotzen & G. M. Burnell (Eds.), Aquaponics Food Production Systems (pp.77-110). Springer. https://doi.org/10.1007/978-3-030-15943-6_4

• Modu, F., Adam, A., Aliyu, F., Mabu, A., & Musa, M. (2020). A survey of smart hydroponic systems. Advances in Science, Technology and Engineering Systems Journal, 5(1), 233-248. https://doi.org/10.25046/aj050130

• Munandar, A., Fakhrurroja, H., Anto, I. F. A., Pratama, R. P., Wibowo, J. W., Salim, T. I., & Rizqyawan, M. I. (2018, November 21-22). Design and development of an IoT-based smart hydroponic system. [Paper presentation]. 2018 International Seminar on Research of Information Technology and Intelligent Systems (ISRITI), Yogyakarta, Indonesia. https://doi.org/10.1109/ISRITI.2018.8864340

• Nguyen, T. D., Nguyen, T. T. S., & Le, N. T. (2018, October 18-20). Calibration of conductivity sensor using combined algorithm selection and hyperparameter optimization. [Paper presentation]. 2018 International Conference on Advanced Technologies for Communications (ATC), Ho Chi Minh City, Vietnam. https://doi.org/10.1109/ATC.2018.8587559

• Olubanjo, O. O., Adaramola, O. D., Alade, A. E., Azubuike, C. J., & others. (2022). Development of drip flow technique hydroponic in growing cucumber. Sustainable Agriculture Research, 11(2), 1-67. https://doi.org/https://doi.org/10.5539/sar.v11n2p67

• Peršić, J., Petrović, L., Marković, I., & Petrović, I. (2021). Spatiotemporal multisensor calibration via gaussian processes moving target tracking. IEEE Transactions on Robotics, 37(5), 1401-1415. https://doi.org/10.1109/TRO.2021.3061364

• Pramono, S., Nuruddin, A., & Ibrahim, M. H. (2020). Design of a hydroponic monitoring system with deep flow technique (DFT). AIP Conference Proceedings, 2217(1), Article 030195. https://doi.org/10.1063/5.0000733

• Singh, H., & Dunn, B. (2016). Electrical conductivity and pH guide for hydroponics (HLA-6722). Division of Agriculture Science and Natural Resources Oklahoma State University. https://shareok.org/bitstream/handle/11244/331022/oksa_HLA-6722_2016-10.pdf

• Son, J. E., Kim, H. J., & Ahn, T. I. (2020). Hydroponic systems. In T. Kozai, G. Niu & M. Takagaki (Eds.), Plant Factory (pp.273-283). Academic Press. https://doi.org/10.1016/B978-0-12-816691-8.00020-0

• Suseno, J., Munandar, M., & Priyono, A. (2020). The control system for the nutrition concentration of hydroponic using web server. Journal of Physics: Conference Series, 1524(1), Article 012068. https://doi.org/10.1088/1742-6596/1524/1/012068

• Urban, S., Ludersdorfer, M., & van der Smagt, P. (2015). Sensor calibration and hysteresis compensation with heteroscedastic gaussian processes. IEEE Sensors Journal, 15(11), 6498-6506. https://doi.org/10.1109/JSEN.2015.2455814

• Wibowo, R. R. D. I., Ramdhani, M., Priramadhi, R. A., & Aprillia, B. S. (2019). IoT based automatic monitoring system for water nutrition on aquaponics system. Journal of Physics: Conference Series, 1367(1), Article 012071. https://doi.org/10.1088/1742-6596/1367/1/012071

• Zheng, Q., Weng, Q., & Wang, K. (2019). Developing a new cross-sensor calibration model for DMSP-OLS and Suomi-NPP VIIRS night-light imageries. ISPRS Journal of Photogrammetry and Remote Sensing, 153, 36-47. https://doi.org/10.1016/j.isprsjprs.2019.04.019