Keywords:
- soil analysis
- artificial intelligence
- remote sensing
- vegetation indices
- algorithm
- model
Abstract
This article presents the results of an analysis of soil salinity using artificial intelligence technologies. The application of artificial intelligence algorithms for determining soil salinity, selecting and preserving the best of them is shown.
References
McBratney, A.B., Santos, M.M., Minasny, B., 2003. On digital soil mapping. Geoderma 117, 3, 52.
Minasny, B., McBratney, A.B., Malone, B.P., Wheeler, I., 2013. Chapter one - digital mapping of soil carbon. In: Sparks, D.L. (Ed.), Advances in Agronomy. Academic Press, pp. 1, 47.
Hengl, T., Heuvelink, G.B., Kempen, B., Leenaars, J.G., Walsh, M.G., Shepherd, K.D., Sila, A., MacMillan, R.A., de Jesus, J.M., Tamene, L., 2015. Mapping soil properties of Africa at 250 m resolution: random forests significantly improve current predictions. PLoS One 10, e0125814.
Malone, B.P., McBratney, A., Minasny, B., Laslett, G., 2009. Mapping continuous depth functions of soil carbon storage and available water capacity. Geoderma 154 (1–2), 138, 152.
Lacoste, M., Minasny, B., McBratney, A., Michot, D., Viaud, V., Walter, C., 2014. High resolution 3D mapping of soil organic carbon in a heterogeneous agricultural landscape. Geoderma 213, 296, 311.
Wälder, K., Wälder, O., Rinklebe, J., Menz, J., 2008. Estimation of soil properties with geostatiscal methods in floodplains. Arch. Agron. Soil Sci. 54 (3), 275, 295.
Karunaratne, S., Bishop, T., Baldock, J., Odeh, I., 2014. Catchment scale mapping of measu reable soil organic carbon fractions. Geoderma 219, 14, 23.
Taghizadeh-Mehrjardi, R., Minasny, B., Sarmadian, F., Malone, B., 2014. Digital mapping of soil salinity in Ardakan region, central Iran. Geoderma 213, 15, 28.
Pahlavan-Rad, M.R., Akbarimoghaddam, A., 2018. Spatial variability of soil texture fractions and pH in a flood plain (case study from eastern Iran). Catena 160, 275, 281.
Taghizadeh-Mehrjardi, R., Nabiollahi, K., Kerry, R., 2016. Digital mapping of soil organic carbon at multiple depths using different data mining techniques in Baneh region, Iran. Geoderma 266, 98, 110.