Estimation of Soil Nutrients and Fertilizer Dosage Using Ion-Selective Electrodes for Efficient Soil Management

References

• AbdelRahman, M. A. E. 2023. An overview of land degradation, desertification and sustainable land management using GIS and remote sensing applications. Rendiconti Lincei Scienze Fisiche e Naturali 34 (3):767–808. doi:10.1007/s12210-023-01155-3.
   Google Scholar
• AbdelRahmana, M. A. E., B. Engelb, M. S. M. Eidc, and H. M. Aboelsoudc. 2022. A new index to assess soil sustainability based on temporal changes of soil measurements using geomatics – an example from El-Sharkia, Egypt. All Earth 34 (1):147–66. doi:10.1080/27669645.2022.2103953.
   Google Scholar
• AbdelRahman, M. A. E., E. Farg, A. M. Saleh, M. Sayed, K. Abutaleb, S. M. Arafat, and M. M. Elsharkawy. 2022. Mapping of soils and land-related environmental attributes in modern agriculture systems using geomatics. Sustainable Water Resources Management 8 (4):116. doi:10.1007/s40899-022-00704-2.
   Web of Science ®Google Scholar
• AbdelRahman, M. A. E., R. H. Hegab, and T. M. H. Yossif. 2021. Soil fertility assessment for optimal agricultural use using remote sensing and GIS technologies. Applied Geomatics 13 (4):605–18. doi:10.1007/s12518-021-00376-1.
   Web of Science ®Google Scholar
• AbdelRahman, M. A. E., and M. M. Metwaly. 2023. Digital soil characteristics mapping for aiding site-specific management practices in the West Nile Delta, Egypt. Discover Sustainability 4 (1):47. doi:10.1007/s43621-023-00162-6.
   Google Scholar
• AbdelRahman, M. A. E., M. M. Metwaly, A. A. Afifi, P. D’Antonio, and A. Scopa. 2022. Assessment of soil fertility status under soil degradation rate using geomatics in West Nile Delta. The Land 11 (8):1256. doi:10.3390/land11081256.
   Web of Science ®Google Scholar
• AbdelRahman, M. A. E., A. Natarajan, C. A. Srinivasamurthy, and R. Hegde. 2016. Estimating soil fertility status in physically degraded land using GIS and remote sensing techniques in Chamarajanagar district, Karnataka, India. The Egyptian Journal of Remote Sensing and Space Science 19 (1):95–108. doi:10.1016/j.ejrs.2015.12.002.
   Google Scholar
• Artigas, J., A. Beltran, C. Jimenez-Jorquera, A. Baldi, R. Mas, C. Dominguez, and J. Alonso-Chamarro. 2001. Application of ion-selective field effect transistor-based sensors to soil analysis. Computers and Electronics in Agriculture 31 (3):281–93. doi:10.1016/S0168-1699(00)00187-3.
   Web of Science ®Google Scholar
• Baltagi, B. H. 2002. Econometrics, 403. Springer, Germany.
   Google Scholar
• Bennett, W. F., ed. 1993. Nutrient deficiencies and toxicities in crop plants, 202. APS Press, St. Paul MN, USA.
   Google Scholar
• Bghbani-Arani, A., and M. Poureisa. 2024. Soil properties and yield of peppermint (Mentha Piperita L.) in response to different nitrogen fertilizers under water-deficit conditions. Communications in Soil Science and Plant Analysis 1–18. doi:10.1080/00103624.2024.2317852.
   Web of Science ®Google Scholar
• Biswas, P. P. 2002. Soil testing at farmers door step. Fertilizer News 47 (10):21–24.
   Google Scholar
• Bolton, J. 1971. The chloride balance in a fertiliser experiment on sandy soil. Journal of the Science of Food and Agriculture 22 (6):292–94. doi:10.1002/jsfa.2740220606.
   Web of Science ®Google Scholar
• Cangea, O., C. Calin, C. Popa, O. Pantea, and E. Radu. 2016. Estimating the selectivity coefficient of Cl-ISE using polynomial regression. Revista de Chimie 67:1613–17.
   Web of Science ®Google Scholar
• Carter, M. R., and E. G. Gregorich, eds. 2008. Soil sampling and methods of analysis. 2nd, 1224. Boca Raton, USA: CRC Press. 10.1201/9781420005271
   Google Scholar
• Chai, T., and R. R. Draxler. 2014. Root mean square error (RMSE) or mean absolute error (MAE)? – arguments against avoiding RMSE in the literature. Geoscientific Model Development 7 (3):1247–50. doi:10.5194/gmd-7-1247-2014.
   Web of Science ®Google Scholar
• Chang, K. L., and R. H. Bray. 1951. Determination of calcium and magnesium in soil and plant material. Soil Science 72 (6):449–58. doi:10.1097/00010694-195112000-00005.
   Web of Science ®Google Scholar
• Chen, J. F. 1997. Adsorption and diffusion of ammonium in soils. In Nitrogen in soils of China. Developments in plant and soil sciences, Z. L. Zhu, Q. X. Wen, and J. R. Freney, ed., Vol. 74, Dordrecht: Springer. doi: 10.1007/978-94-011-5636-3_5.
   Google Scholar
• Chouhan, R. S., H. O. Sharma, D. Rathi, and H. K. Niranjan. 2017. Impact of soil health card scheme on farmers’ income – a case study of kharif crops in Madhya Pradesh. Agricultural Economics Research Review 30 (conf):139–41. doi:10.5958/0974-0279.2017.00028.3.
   Google Scholar
• Cieśla, J., M. Ryżak, A. Bieganowski, P. Tkaczyk, and R. Walczak. 2007. Use of ion-selective electrodes for determination of content of potassium in Egner-rhiem soil extracts. Research in Agricultural Engineering 53 (1):29–33. doi:10.17221/2130-RAE.
   Google Scholar
• Dakota, S. 1998. Recommended chemical soil test procedures for the north central region. Accessed July15, 2021 https://extension.missouri.edu/media/wysiwyg/Extensiondata/Pub/pdf/specialb/sb1001.pd.
   Google Scholar
• Dev, G. 1997. Soil fertility evaluation for balanced fertilisation. Fertilizer News 42 (4):23–43.
   Google Scholar
• Dodge, Y. 2008. Coefficient of determination. In The Concise Encyclopedia of Statistics, 88–91. New York, USA: Springer. doi:10.1007/978-0-387-32833-1_62.
   Google Scholar
• Envistats India, 2019. Vol. II–environment accounts. Accessed July7, 2021. http://mospi.nic.in/sites/default/files/reports_and_publication/statistical_publication/Envistats/b14_Chapter%202.pdf.
   Google Scholar
• Farrell, R. E., and A. D. Scott. 1987. Ion-selective electrode determination of exchangeable potassium in soils. Soil Science Society of America Journal 51 (3):594–98. doi:10.2136/sssaj1987.03615995005100030008x.
   Web of Science ®Google Scholar
• Fayose, T., E. Thomas, T. Radu, P. Dillingham, S. Ullah, and A. Radu. 2020. Concurrent measurement of nitrate and ammonium in water and soil samples using ion-selective electrodes: Tackling sensitivity and precision issues. Analytical Science Advances 2 (5–6):279–88. doi:10.1002/ansa.202000124.
   PubMedGoogle Scholar
• Fernandez, J. 2020. The statistical analysis t-test explained for beginners and experts. Accessed April22, 2021. https://towardsdatascience.com/the-statistical-analysis-t-test-explained-for-beginners-and-experts-fd0e358bbb62
   Google Scholar
• Fixen, P. E., R. H. Gelderman, J. R. Gerwing, and B. G. Farber. 1987. Calibration and implementation of a soil Cl test. Journal of Fertilizer Issues 4:91–97.
   Web of Science ®Google Scholar
• Golden, L. B., N. Gammon, and R. P. Thomas. 1942. A comparison of methods of determining the exchangeable cations and the exchange capacity of Maryland soils. Soil Science Society of America Journal 7:154–61. doi:10.2136/sssaj1943.036159950007000C0023x.
   Google Scholar
• Islam, A. K. M. S., G. L. Kerven, and C. J. Asher. 1983. Chloride determination in plant tissue using a solid state chloride ion specific electrode. Communications in Soil Science and Plant Analysis 14 (7):645–53. doi:10.1080/00103628309367395.
   Web of Science ®Google Scholar
• Jangir, C. K., P. S. Sangwan, D. Panghaal, S. Kumar, R. S. Meena Bharti, R. D. Jat, and N. Singh. 2023. Spatial variability and statistical analysis of soil properties in the rice wheat-based systems of North-West India. Communications in Soil Science & Plant Analysis 55 (8):1205–23. doi:10.1080/00103624.2023.2296989.
   Web of Science ®Google Scholar
• Kim, H. J., J. W. Hummel, and P. P. Motavalli. 2007. Simultaneous analysis of soil macronutrients using ion-selective electrode. Soil Science Society of America Journal 71 (6):1867–77. doi:10.2136/sssaj2007.0002.
   Web of Science ®Google Scholar
• Kleinbaum, D. G., L. L. Kupper, A. Nizam, and E. S. Rosenberg. 2013. Applied regression analysis and other multivariable methods. Cengage Learning. https://books.google.co.in/books?id=v590AgAAQBAJ.
   Google Scholar
• Kotz, S., C. B. Read, N. Balakrishnana, and B. Vidakovic. 2006. Encyclopedia of statistical sciences, 9686. 2nd ed. Hoboken, New Jersey, USA: John Wiley and Sons.
   Google Scholar
• Kranz, B. A., W. L. Nelson, and L. F. Burkhart. 1948. Plant tissue tests as a tool in agronomic research. In Diagnostic Techniques for Soils and Crops, ed. H. B. Kitchen, 137–56. Washington, DC: American Potash Institute.
   Google Scholar
• Lawson, G. J. 1975. Physicochemical methods of mineral analysis. Vol. 85. USA: Springer. doi:10.1007/978-1-4684-2046-3_2.
   Google Scholar
• Li, Y., Q. Yang, M. Chen, M. Wang, and M. Zhang. 2019. An ISE-based on-site soil nitrate nitrogen detection system. Sensors 19 (21):4669. doi:10.3390/s19214669.
   PubMed Web of Science ®Google Scholar
• Macphee, W. S. G., and D. F. Ball. 1967. Routine determination of calcium and magnesium in soil extracts by atomic absorption spectrophotometry. Journal of the Science of Food and Agriculture 18 (8):376–80. doi:10.1002/jsfa.2740180812.
   Web of Science ®Google Scholar
• Montanaro, G., B. Dichio, A. Lang, A. N. Mininni, V. Nuzzo, M. J. Clearwater, and C. Xiloyannis. 2014. Internal versus external control of calcium nutrition in kiwifruit. Journal of Plant Nutrition and Soil Science 177 (6):819–30. doi:10.1002/jpln.201400396.
   Web of Science ®Google Scholar
• Navulur, S., A. S. C. S. Sastry, and M. N. Giriprasad. 2017. Agricultural management through wireless sensors and internet of things. International Journal of Electrical and Computer Engineering (IJECE) 7 (6):3492–99. doi:10.11591/ijece.v7i6.pp3492-3499.
   Google Scholar
• Otto, S. A. 2019. How to normalize the RMSE. Accessed February 2, 2024. https://www.marinedatascience.co/blog/2019/01/07/normalizing-the-rmse/
   Google Scholar
• Patil, V. K., A. Jadhav, S. Gavhane, and V. Kapare. 2021. IoT based real time soil nutrients detection. In: Proceedings of the 3rd International Conference on Emerging Smart Computing and Informatics, Pune, India pp. 737–42, 10.1109/ESCI50559.2021.9396860.
   Google Scholar
• Patra, A. K., L. Abbadie, A. Clays-Josserand, V. Degrange, S. J. Grayston, P. Loiseau, F. Louault, S. Mahmood, S. Nazaret, L. Philippot, et al. 2005. Effects of grazing on microbial functional groups involved in soil N dynamics. Ecological monographs 75 (1):65–80. doi:10.1890/03-0837.
   Web of Science ®Google Scholar
• Pereira, C. M., C. A. Neiverth, S. Maeda, M. Guiotoku, and L. Franciscon. 2011. Complexometric titration with potenciometric indicator to determination of calcium and magnesium in soil extracts¹. Revista Brasileira de Ciência do Solo 35 (4):1331–36. doi:10.1590/S0100-06832011000400027.
   Web of Science ®Google Scholar
• Potdar, R., M. Shirolkar, A. J. Verma, P. S. More, and A. Kulkarni. 2021. Determination of soil nutrients (NPK) using optical methods: A mini review. Journal of Plant Nutrition 44 (12):1826–39. doi:10.1080/01904167.2021.1884702.
   Web of Science ®Google Scholar
• Prasad, R., and P. S. Pathak. 2009. NASS 2009. Crop response and nutrient ratio. Policy paper no. 42, National Academy of Agricultural Sciences, New Delhi, India, 16 pp.
   Google Scholar
• Reza, S. K., G. K. Sharma, N. M. Alam, K. K. Mourya, S. Hota, S. Mukhopadhyay, S. Bandyopadhyay, J. Mukhopadhyay, and S. K. Ray. 2024. Assessing soil quality under different land-uses through constructing minimum datasets from soil profiles in a fragile ecosystem of northeastern region of India. Communications in Soil Science & Plant Analysis 1–15. doi:10.1080/00103624.2024.2323075.
   Web of Science ®Google Scholar
• Rosenberg, R., M. Bono, S. Braganza, C. Vaishnav, R. Karnik, A. J. Hart, and V. Mattoli. 2018. In-field determination of soil ion content using a handheld device and screen-printed solid-state ion-selective electrodes. Public Library of Science ONE 13 (9):e0203862. doi:10.1371/journal.pone.0203862.
   Google Scholar
• Saleh, A. M., M. M. Elsharkawy, M. A. E. AbdelRahma, and S. M. Arafat. 2021. Evaluation of soil quality in arid western fringes of the Nile delta for sustainable agriculture. Applied & environmental soil science 2021:1–17. doi:10.1155/2021/1434692.
   Web of Science ®Google Scholar
• Saraswat, A., S. Ram, M. A. E. AbdelRahman, M. B. Raza, D. Golui, H. C. Hombegowda, P. Lawate, S. Sharma, A. K. Dash, A. Scopa, et al. 2023. Combining fuzzy, multicriteria and mapping techniques to assess soil fertility for agricultural development: A case study of Firozabad District, Uttar Pradesh, India. The Land 12 (4):860. doi:10.3390/land12040860.
   Web of Science ®Google Scholar
• Sattari, S., A. Bouwmann, K. Giller, and M. Van Ittersum. 2012. Residual soil phosphorus as the missing piece in the global phosphorus crisis puzzle. Proceedings of the National Academy of Sciences 109:6348–53.
   Google Scholar
• Schröder, J. J., J. J. Neeteson, O. Oenema, and P. C. Struik. 2000. Does the crop or the soil indicate how to save nitrogen in maize production? Reviewing the state of the art. Field Crops Research 66 (2):151–64. doi:10.1016/S0378-4290(00)00072-1.
   Web of Science ®Google Scholar
• Singh, N., and A. D. Shaligram. 2014. NPK measurement in soil and automatic soil fertilizer dispensing robot. International Journal of Engineering Research 3:635–37.
   Google Scholar
• Snedecor, G. W., and W. G. Cochran. 1989. Statistical methods, 491. 6th Edition ed. Ames, USA: Iowa State University Press.
   Google Scholar
• Taylor, C. 2019. What is the difference between alpha and P-values? Accessed September29, 2021. http://www.flowhelp.com/flowchart/flowchart_connector_detail.html.
   Google Scholar
• Taylor, B. N., and C. E. Kuyatt. 1994. Guidelines for evaluating and expressing the uncertainty of NIST measurement results. Accessed November8, 2021 https://physics.nist.gov/cuu/uncertainty/index.html.
   Google Scholar
• Taylor, M. D., and S. J. Locascio. 2004. Blossom-end rot: a calcium deficiency. Field Crops Research 27 (1):123–39. doi:10.1081/PLN-120027551.
   Google Scholar
• Toth, S. J., and A. L. Prince. 1949. Estimation of cation exchange capacity and exchangeable Ca, K and Na contents of soils by flame photometric techniques. Soil Science 67 (6):439–46. doi:10.1097/00010694-194906000-00003.
   Web of Science ®Google Scholar
• Vibhute, A., and S. K. Bodhe. 2013. Color image processing approach for nitrogen estimation of vineyard. International Journal of Agricultural Science and Research 3 (3):189–96.
   Google Scholar
• Wang, X., J. Jiang, and H. Yang. 2011. An interface circuit for ion-selective electrode sensors. Procedia Engineering 15:2609–13. doi:10.1016/j.proeng.2011.08.490.
   Google Scholar
• Zhang, X., E. A. Davidson, D. L. Mauzerall, T. D. Searchinger, P. Dumas, and Y. Shen. 2015. Managing nitrogen for sustainable development. Nature 528 (7580):51–59. doi:10.1038/nature15743.
   PubMed Web of Science ®Google Scholar