Internet of Things (IoT) for Soil Moisture Detection Using Time Series Model
DOI:
https://doi.org/10.15575/join.v7i2.951Keywords:
IoT, Soil Moisture Sensor, Time Series ModelAbstract
References
W. S. Kim, W. S. Lee, and Y. J. Kim, “A Review of the Applications of the Internet of Things (IoT) for Agricultural Automation,†J. Biosyst. Eng., vol. 45, no. 4, pp. 385–400, Dec. 2020, doi: 10.1007/S42853-020-00078-3.
E. Borgia, “The internet of things vision: Key features, applications and open issues,†Comput. Commun., vol. 54, pp. 1–31, Dec. 2014, doi: 10.1016/J.COMCOM.2014.09.008.
M. Ashifuddinmondal and Z. Rehena, “IoT Based Intelligent Agriculture Field Monitoring System,†Proc. 8th Int. Conf. Conflu. 2018 Cloud Comput. Data Sci. Eng. Conflu. 2018, pp. 625–629, Aug. 2018, doi: 10.1109/CONFLUENCE.2018.8442535.
I. Setiawan, J. Junaidi, F. Fadjryani, and F. R. Amaliah, “Automatic Plant Watering System for Local Red Onion Palu using Arduino,†J. Online Inform., vol. 7, no. 1, pp. 28–37, Jun. 2022, doi: 10.15575/JOIN.V7I1.813.
J. D. Cryer and K.-S. Chan, “[CN]Time Series Analysis: With Applications to R,†p. 487, 2008, doi: 10.1007/978-0-387-75959-3.
I. Setiawan, I. M. Sumertajaya, and F. M. Afendi, “Predicting and forecasting of time series models using cluster analysis,†J. Phys. Conf. Ser., vol. 1763, no. 2, p. 12035, 2021, doi: 10.1088/1742-6596/1763/1/012035.
V. Vinoth Kumar, R. Ramasamy, S. Janarthanan, and M. Vasimbabu, “Implementation of IOT In Smart Irrigation System Using Arduino Processor,†Int. J. Civ. Eng. Technol., vol. 8, no. 10, pp. 1304–1314, 2017, Accessed: Nov. 24, 2022. [Online]. Available: http://iaeme.com/Home/journal/IJCIET1304editor@iaeme.comhttp://http://iaeme.comhttp://iaeme.com/Home/journal/IJCIET1305http://iaeme.com.
N. K. Nawandar and V. R. Satpute, “IoT based low cost and intelligent module for smart irrigation system,†Comput. Electron. Agric., vol. 162, pp. 979–990, Jul. 2019, doi: 10.1016/J.COMPAG.2019.05.027.
S. B. Saraf and D. H. Gawali, “IoT based smart irrigation monitoring and controlling system,†RTEICT 2017 - 2nd IEEE Int. Conf. Recent Trends Electron. Inf. Commun. Technol. Proc., vol. 2018-January, pp. 815–819, Jul. 2017, doi: 10.1109/RTEICT.2017.8256711.
Devasis Pradhan and Hla Myo Tun, “Security Challenges: M2M Communication in IoT,†J. Electr. Eng. Autom., vol. 4, no. 3, pp. 187–199, Oct. 2022, doi: 10.36548/JEEA.2022.3.006.
A. OO, “Design, simulation and implementation of an Arduino microcontroller based automatic water level controller with I2C LCD display,†Int. J. Adv. Appl. Sci., vol. 9, no. 2, p. 77, Jun. 2020, doi: 10.11591/IJAAS.V9.I2.PP77-84.
Y. M. A. Latupeirissa, N. Nainggolan, and T. Manurung, “Model Generalized Space Time Autoregressive (GSTAR) Orde 1 dan Penerapannya pada Prediksi Harga Beras di Kota Bitung, Kabupaten Minahasa dan Kabupaten Minahasa Selatan,†d’CARTESIAN, vol. 3, no. 1, p. 43, Mar. 2014, doi: 10.35799/DC.3.1.2014.3824.
M. H. Kutner, C. Nachtsheim, J. Neter, and W. Li, Text Book Title Applied Linear Statistical Models. McGraw-Hill Irwin, 2004.
T. Chai and R. R. Draxler, “Root mean square error (RMSE) or mean absolute error (MAE)? -Arguments against avoiding RMSE in the literature,†Geosci. Model Dev., vol. 7, no. 3, pp. 1247–1250, Jun. 2014, doi: 10.5194/GMD-7-1247-2014.
H. Arsham and M. Lovric, “Bartlett’s Test,†Int. Encycl. Stat. Sci., pp. 87–88, 2011, doi: 10.1007/978-3-642-04898-2_132.
E. Herranz, “Unit root tests,†Wiley Interdiscip. Rev.
Comput. Stat., vol. 9, no. 3, May 2017, doi: 10.1002/WICS.1396.
A. Trapletti and K. Hornik, “Package ‘tseries’ Title Time Series Analysis and Computational Finance,†2022, Accessed: Oct. 18, 2022. [Online]. Available: https://cran.r-project.org/package=tseries.
R Core Team, “R: A Language and Environment for Statistical Computing.†R Foundation for Statistical Computing, Vienna, Austria, 2021, Accessed: Oct. 18, 2022. [Online]. Available: https://www.r-project.org/.
B. Hamner, M. Frasco, and E. Ledell, “Title Evaluation Metrics for Machine Learning,†2022.
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